Northern Inference / Data use / Archived copy

Archived policy snapshot

A point-in-time capture of a provider policy page cited in our data-use posture. It is kept so a claim stays provable if the provider later edits or removes the page. The captured page is shown below as plain text, never as live markup, so nothing in it can run.

Source URL
https://aws.amazon.com/bedrock/faqs/
Captured
2026-08-21 03:38:21.186243+00:00
SHA-256 of the captured bytes
d9dcf25a8cc44655f5505f84d8b27fb6f220276b163ca7aafb7eda16ba537031
Reported content type / HTTP status at capture
text/html;charset=utf-8 / 200

Download the exact captured bytes  —  verify with shasum -a 256 <file> and compare to the SHA-256 above. The download is the unmodified capture, so the digest matches it exactly.

<!doctype html> <html lang="en-US" data-static-assets="https://a0.awsstatic.com" class="aws-lng-en_US"> <head> <meta http-equiv="Content-Security-Policy" content="default-src 'self' data: https://a0.awsstatic.com https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev; base-uri 'none'; connect-src 'self' https://*.analytics.console.aws.a2z.com https://*.corrivium.live https://*.harmony.a2z.com https://*.kaltura.com https://*.marketing.aws.dev https://*.panorama.console.api.aws https://*.prod.chc-features.uxplatform.aws.dev https://*.prod.cxm.marketing.aws.dev https://*.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://0vctm1i0if.execute-api.eusc-de-east-1.amazonaws.eu/gamma/spot.json https://112-tzm-766.mktoresp.com https://112-tzm-766.mktoutil.com https://8810.clrt.ai https://a0.awsstatic.com https://a0.p.awsstatic.com https://a1.awsstatic.com https://amazonwebservices.d2.sc.omtrdc.net https://amazonwebservicesinc.tt.omtrdc.net https://api-v2.builderprofile.aws.dev https://api.builderprofile.aws.dev https://api.prod.tools.shortbread.aws.dev https://api.pulse.aws https://api.regional-table.region-services.aws.a2z.com https://api.us-west-2.prod.pricing.aws.a2z.com https://api2.amplitude.com https://artifacts.us-west-2.prod.plc.billing.aws.dev https://assets.storylane.io https://auth.aws.amazon.com https://auth.aws.com https://auth.builder-profile-auth.aws.com https://aws.amazon.com https://aws.amazon.com/p/sf/ https://aws.com https://aws.demdex.net https://b0.p.awsstatic.com https://c0.b0.p.awsstatic.com https://calculator.aws https://chatbot-api.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://chatbot-stream-api.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://clientlogger.marketplace.aws.a2z.com https://cm.everesttech.net https://csml-plc-prod.us-west-2.api.aws/plc/csml/logging https://cx0.m.awsstatic.com https://d0.awsstatic.com https://d0.m.awsstatic.com https://d1.awsstatic.com https://d1fgizr415o1r6.cloudfront.net https://d2bmgek65me099.cloudfront.net https://d2c.aws.amazon.com https://d3borx6sfvnesb.cloudfront.net https://dftu77xade0tc.cloudfront.net https://dpm.demdex.net https://edge.adobedc.net https://fls-na.amazon.com https://global-api-v2.builderprofile.aws.dev https://global-api.builderprofile.aws.dev https://i18n-string.us-west-2.prod.pricing.aws.a2z.com https://iad.staging.prod.tv.awsstatic.com https://infra-api.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://ingestion.aperture-public-api.feedback.console.aws.dev https://livechat-api.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://log.clrt.ai https://pricing-table.us-west-2.prod.site.p.awsstatic.com https://prod-us-west-2.csp-report.marketing.aws.dev https://prod.log.shortbread.aws.dev https://prod.tools.shortbread.aws.dev https://prod.us-east-1.api.gcr-chat.marketing.aws.dev https://prod.us-east-1.rest-bot.gcr-chat.marketing.aws.dev https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev https://public.lotus.awt.aws.a2z.com https://r0.m.awsstatic.com https://s0.awsstatic.com https://s3.amazonaws.com/aws-messaging-pricing-information/ https://s3.amazonaws.com/aws-messaging-pricing-information/TextMessageInbound/prices.json https://s3.amazonaws.com/aws-messaging-pricing-information/TextMessageOutbound/prices.json https://s3.amazonaws.com/public-pricing-agc/ https://s3.eusc-de-east-1.amazonaws.eu/aws-messaging-pricing-information/TextMessageInbound/prices.json https://s3.eusc-de-east-1.amazonaws.eu/aws-messaging-pricing-information/TextMessageOutbound/prices.json https://spot-bid-advisor.s3.amazonaws.com https://spot-price-gamma-iad.s3.us-east-1.amazonaws.com/spot.json https://t0.m.awsstatic.com https://target.aws.amazon.com https://target.aws.com https://tes.builder-profile-auth.aws.com https://token.us-west-2.prod.site.p.awsstatic.com https://tv.awsstatic.com https://view-stage.us-west-2.prod.pricing.aws.a2z.com https://view-staging.us-east-1.prod.plc1-prod.pricing.aws.a2z.com https://vs.aws.amazon.com https://vs.aws.com https://webchat-aws.clink.cn https://website.spot.ec2.aws.a2z.com https://www.aws.com https://www.youtube-nocookie.com https://xcxrmtkxx5.execute-api.us-east-1.amazonaws.com/prod/ https://zbrymci1c2.execute-api.eusc-de-east-1.amazonaws.eu/prod/spot.json wss://*.transport.connect.us-east-1.amazonaws.com wss://prod.us-east-1.wss-bot.gcr-chat.marketing.aws.dev wss://webchat-aws.clink.cn; font-src 'self' data: https://a0.awsstatic.com https://f0.awsstatic.com https://fonts.gstatic.com https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev; frame-src 'self' https://*.kaltura.com https://*.widget.console.aws.amazon.com https://aws.demdex.net https://aws.storylane.io https://c0.b0.p.awsstatic.com https://calculator.aws https://conversational-experience-worker.widget.console.aws.amazon.com/lotus/isolatedIFrame https://dpm.demdex.net https://pricing-table.us-west-2.prod.site.p.awsstatic.com https://token.us-west-2.prod.site.p.awsstatic.com https://www.youtube-nocookie.com; img-src 'self' blob: data: https://*.kaltura.com https://*.vidyard.com https://*.ytimg.com https://a0.awsstatic.com https://amazonwebservices.d2.sc.omtrdc.net https://app-pages.storylane.io https://avatars.builderprofile.aws.dev https://aws-quickstart.s3.amazonaws.com https://aws.amazon.com https://aws.demdex.net https://awsmedia.s3.amazonaws.com https://chat.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://cm.everesttech.net https://cx0.m.awsstatic.com https://d1.awsstatic.com https://d1d1et6laiqoh9.cloudfront.net https://d2.m.awsstatic.com https://d2908q01vomqb2.cloudfront.net https://d2c.aws.amazon.com https://d2cpw7vd6a2efr.cloudfront.net https://d36cz9buwru1tt.cloudfront.net https://d7umqicpi7263.cloudfront.net https://docs.aws.amazon.com https://dpm.demdex.net https://f.d2.m.awsstatic.com https://fls-na.amazon.com https://google.ca https://google.co.in https://google.co.jp https://google.co.th https://google.co.uk https://google.com https://google.com.ar https://google.com.au https://google.com.br https://google.com.hk https://google.com.mx https://google.com.tr https://google.com.tw https://google.de https://google.es https://google.fr https://google.it https://google.nl https://google.pl https://google.ru https://iad.staging.prod.tv.awsstatic.com https://img.youtube.com https://marketingplatform.google.com https://media.amazonwebservices.com https://p.adsymptotic.com https://pages.awscloud.com https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev https://s3.amazonaws.com/aws-quickstart/ https://ssl-static.libsyn.com https://static-cdn.jtvnw.net https://tv.awsstatic.com https://webchat-aws.clink.cn https://www.google.com https://www.linkedin.com https://yt3.ggpht.com; media-src 'self' blob: https://*.corrivium.live https://*.kaltura.com https://*.libsyn.com https://a0.awsstatic.com https://anchor.fm https://awsmedia.s3.amazonaws.com https://awspodcastsiberiaent.s3.eu-west-3.amazonaws.com https://chat.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://chtbl.com https://content.production.cdn.art19.com https://cx0.m.awsstatic.com https://d1.awsstatic.com https://d1hemuljm71t2j.cloudfront.net https://d1le29qyzha1u4.cloudfront.net https://d1oqpvwii7b6rh.cloudfront.net https://d1vo51ubqkiilx.cloudfront.net https://d1yyh5dhdgifnx.cloudfront.net https://d2908q01vomqb2.cloudfront.net https://d2a6igt6jhaluh.cloudfront.net https://d3ctxlq1ktw2nl.cloudfront.net https://d3h2ozso0dirfl.cloudfront.net https://dgen8gghn3u86.cloudfront.net https://dk261l6wntthl.cloudfront.net https://download.stormacq.com/aws/podcast/ https://dts.podtrac.com https://iad.staging.prod.tv.awsstatic.com https://media.amazonwebservices.com https://mktg-apac.s3-ap-southeast-1.amazonaws.com https://rss.art19.com https://s3-ap-northeast-1.amazonaws.com/aws-china-media/ https://tv.awsstatic.com https://www.buzzsprout.com; object-src 'none'; script-src 'sha256-ssCEgvdvKksRfmYqbd8I0elzLiQ6eMIN4R/k3brhIpc=' 'nonce-rQ0S4UJYbioU8RgXDijVI63FUf3PnDLXOOwKHUuRLbk=' 'wasm-unsafe-eval' blob: https://*.cdn.console.awsstatic.com https://*.cdn.uis.awsstatic.com https://*.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://a.b.cdn.console.awsstatic.com https://a0.awsstatic.com https://amazonwebservicesinc.tt.omtrdc.net https://artifacts.us-west-2.prod.plc.billing.aws.dev https://b0.p.awsstatic.com https://cdn.builderprofile.aws.dev https://cdnapisec.kaltura.com https://cx0.m.awsstatic.com https://d0.m.awsstatic.com https://d2bmgek65me099.cloudfront.net https://d2c.aws.amazon.com https://googleads.g.doubleclick.net https://loader.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev https://r0.m.awsstatic.com https://spot-price.s3.amazonaws.com https://static.doubleclick.net https://t0.m.awsstatic.com https://token.us-west-2.prod.site.p.awsstatic.com https://website.spot.ec2.aws.a2z.com https://www.google.com https://www.gstatic.com https://www.youtube.com/iframe_api https://www.youtube.com/s/player/; style-src 'self' 'unsafe-inline' https://a0.awsstatic.com https://artifacts.us-west-2.prod.plc.billing.aws.dev https://assets.storylane.io https://b0.p.awsstatic.com https://cx0.m.awsstatic.com https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev https://t0.m.awsstatic.com https://token.us-west-2.prod.site.p.awsstatic.com; worker-src blob:" data-report-uri="https://prod-us-west-2.csp-report.marketing.aws.dev/submit"> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <link rel="preconnect" href="https://a0.awsstatic.com" crossorigin="anonymous"> <link rel="preconnect" href="https://d1.awsstatic.com"> <link rel="preconnect" href="https://t0.awsstatic.com"> <link rel="dns-prefetch" href="https://a0.awsstatic.com"> <link rel="dns-prefetch" href="https://d1.awsstatic.com"> <link rel="dns-prefetch" href="https://amazonwebservicesinc.tt.omtrdc.net"> <link rel="dns-prefetch" href="https://s0.awsstatic.com"> <title>Build Generative AI Applications with Foundation Models - Amazon Bedrock FAQs - AWS</title> <meta name="description" content="Find answers to frequently asked questions about Amazon Bedrock."> <link rel="canonical" href="https://aws.amazon.com/bedrock/faqs/"> <link rel="alternate" href="https://aws.amazon.com/bedrock/faqs/" hreflang="en-us"> <link rel="alternate" href="https://aws.amazon.com/id/bedrock/faqs/" hreflang="id-id"> <link rel="alternate" href="https://aws.amazon.com/jp/bedrock/faqs/" hreflang="ja-jp"> <link rel="alternate" href="https://aws.amazon.com/th/bedrock/faqs/" hreflang="th-th"> <link rel="alternate" href="https://aws.amazon.com/tr/bedrock/faqs/" hreflang="tr-tr"> <link rel="alternate" href="https://aws.amazon.com/vi/bedrock/faqs/" hreflang="vi-vn"> <meta name="template" content="references---details"> <meta property="og:type" content="website"> <meta property="og:site_name" content="Amazon Web Services, Inc."> <meta property="og:description" content="Find answers to frequently asked questions about Amazon Bedrock."> <meta property="og:title" content="FAQs"> <meta property="og:updated_time" content="2026-08-20T13:36:18.255-0700"> <meta property="og:url" content="https://aws.amazon.com/bedrock/faqs/"> <meta property="og:locale" content="en_US"> <meta property="og:locale:alternate" content="id_ID"> <meta property="og:locale:alternate" content="ja_JP"> <meta property="og:locale:alternate" content="th_TH"> <meta property="og:locale:alternate" content="tr_TR"> <meta property="og:locale:alternate" content="vi_VN"> <meta property="fb:pages" content="153063591397681"> <meta property="twitter:card" content="summary_large_image"> <meta property="twitter:site" content="@awscloud"> <link rel="icon" type="image/ico" href="https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico"> <link rel="shortcut icon" type="image/ico" href="https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico"> <link rel="apple-touch-icon" sizes="57x57" href="https://a0.awsstatic.com/libra-css/images/site/touch-icon-iphone-114-smile.png"> <link rel="apple-touch-icon" sizes="72x72" href="https://a0.awsstatic.com/libra-css/images/site/touch-icon-ipad-144-smile.png"> <link rel="apple-touch-icon" sizes="114x114" href="https://a0.awsstatic.com/libra-css/images/site/touch-icon-iphone-114-smile.png"> <link rel="apple-touch-icon" sizes="144x144" href="https://a0.awsstatic.com/libra-css/images/site/touch-icon-ipad-144-smile.png"> <script type="application/json" id="target-mediator"> {"pageLanguage":"en","supportedLanguages":["ar","cn","de","en","es","fr","id","it","jp","ko","pt","ru","th","tr","tw","vi"],"offerOrigin":"https://s0.awsstatic.com"} </script> <link rel="stylesheet" href="https://a0.awsstatic.com/libra-css/css/1.0.509/style-awsm-base.css"> <link rel="stylesheet" href="https://a0.awsstatic.com/awsm-core/0.1.9/bundle/head.css"> <script type="esms-options">{"noLoadEventRetriggers": true, "nonce":"rQ0S4UJYbioU8RgXDijVI63FUf3PnDLXOOwKHUuRLbk="}</script> <script async src="https://a0.awsstatic.com/eb-csr/2.0.19/polyfills/es-module-shims/es-module-shims.js"></script> <script type="importmap" data-head-renderable="true">{"imports":{"react":"https://a0.awsstatic.com/eb-csr/2.0.19/react/react.js","react/jsx-runtime":"https://a0.awsstatic.com/eb-csr/2.0.19/react/jsx-runtime.js","react-dom":"https://a0.awsstatic.com/eb-csr/2.0.19/react/react-dom.js","react-dom/server":"https://a0.awsstatic.com/eb-csr/2.0.19/react/server-browser.js","react-dom-server-browser":"https://a0.awsstatic.com/eb-csr/2.0.19/react/react-dom-server-browser.js","sanitize-html":"https://a0.awsstatic.com/eb-csr/2.0.19/sanitize-html/index.js","video.js":"https://a0.awsstatic.com/eb-csr/2.0.19/videojs/video.js","videojs-event-tracking":"https://a0.awsstatic.com/eb-csr/2.0.19/videojs/videojs-event-tracking.js","videojs-hotkeys":"https://a0.awsstatic.com/eb-csr/2.0.19/videojs/videojs-hotkeys.js","videojs-youtube":"https://a0.awsstatic.com/eb-csr/2.0.19/videojs/videojs-youtube.js","@amzn/awsmcc":"https://a0.awsstatic.com/awsmcc/1.1.0/bundle/index.js"}}</script> <script type="application/json" id="aws-page-settings" data-head-renderable="true">{"supportedLanguages":["ar","cn","de","en","es","fr","id","it","jp","ko","pt","ru","th","tr","tw","vi"],"defaultLanguage":"en","logDataSet":"LIVE:PROD","logInstance":"PUB","csdsEndpoint":"https://d2c.aws.amazon.com/","isLoggingEnabled":true,"currentLanguage":"en-US","currentStage":"Prod","isRTL":false,"framework":"v3","drTemplateStoreHost":"https://t0.m.awsstatic.com","isBJS":false,"pageTemplate":"K0kMbvmWplewdLG7E0+EHlchTv89JJ0zWsJ0T6bcYUk=","requestType":"PTR","awstvVideoAPIOrigin":"//aws.amazon.com","awstvVideoAssetOrigin":"https://tv.awsstatic.com"}</script> <script src="https://a0.awsstatic.com/awsm-core/0.1.9/bundle/gdeps.js"></script> <script type="module" src="https://a0.awsstatic.com/awsm-core/0.1.9/bundle/head.js"></script> <script defer type="module" src="https://a0.awsstatic.com/awsm-core/0.1.9/bundle/munchkin.min.js"></script> <link rel="stylesheet" href="https://a0.awsstatic.com/eb-csr/2.0.19/orchestrate.css"> <script type="module" async src="https://a0.awsstatic.com/eb-csr/2.0.19/orchestrate.js"></script> <script type="module" async id="awsm-csa" data-awsm-csa-meta="{&quot;env&quot;:{&quot;stage&quot;:&quot;prod&quot;,&quot;trackAssetInteraction&quot;:true}}" src="https://d0.m.awsstatic.com/awsm-acslibs/1.0/bundle/index.js"></script> <script src="https://a0.awsstatic.com/s_code/js/3.0/awshome_s_code.js"></script> <script async data-js-script="target-mediator" src="https://a0.awsstatic.com/target/1.0.127/aws-target-mediator.js"></script> <script async src="https://cx0.m.awsstatic.com/assets/clam/2.3.0/index.js"></script> <script type="module" async src="https://cx0.m.awsstatic.com/assets/cwr/1.0.13/index.js"></script> <meta name="baidu-site-verification" content="codeva-IAqCchMwW7"> <meta name="360-site-verification" content="cbe5c6f0249e273e71fffd6d6580ce09"> <meta name="shenma-site-verification" content="79b94bb338f010af876605819a332e19_1617844070"> <meta name="sogou_site_verification" content="Ow8cCy3Hgq"> <meta name="google-site-verification" content="XHghG81ulgiW-3EylGcF48sG28tBW5EH0bNUhgo_DrU"> <meta name="msvalidate.01" content="6F92E52A288E266E30C2797ECB5FCCF3"> <link data-eb-tpl-style="" href="https://t0.m.awsstatic.com/tmpl/awsm-rt/esm/templates/rt-global-nav/1.0.0/rt-global-nav.7ec7d9b6d7.css" rel="stylesheet" type="text/css"> <link data-eb-tpl-style="" href="https://t0.m.awsstatic.com/tmpl/awsm-rt/esm/templates/rt-live-hero/2.0.0/rt-live-hero.b5e0a3add6.css" rel="stylesheet" type="text/css"> <link data-eb-tpl-style="" href="https://t0.m.awsstatic.com/tmpl/awsm-rt/esm/templates/rt-feedback/1.0.0/rt-feedback.c235bac5d2.css" rel="stylesheet" type="text/css"> <link data-eb-tpl-style="" href="https://t0.m.awsstatic.com/tmpl/awsm-rt/esm/templates/rt-groupable-faq/2.0.0/rt-groupable-faq.2783679e25.css" rel="stylesheet" type="text/css"> <link data-eb-tpl-style="" href="https://t0.m.awsstatic.com/tmpl/awsm-rt/esm/templates/rt-footer/1.0.0/rt-footer.ba6116749e.css" rel="stylesheet" type="text/css"> <link data-eb-tpl-style="" href="https://t0.m.awsstatic.com/tmpl/awsm-rt/esm/templates/rt-da-deluxe-card-collection/1.0.0/rt-da-deluxe-card-collection.cfe5fecff9.css" rel="stylesheet" type="text/css"> <link data-eb-tpl-style="" href="https://t0.m.awsstatic.com/tmpl/awsm-rt/esm/templates/rt-subnav/1.0.0/rt-subnav.01513048c0.css" rel="stylesheet" type="text/css"> </head> <body class="awsm page basicpage " id="page-96554d4aaf" data-cmp-link-accessibility-enabled data-cmp-link-accessibility-text="opens in a new tab"> <script id="awsc-panorama-bundle" type="text/javascript" src="https://prod.pa.cdn.uis.awsstatic.com/panorama-nav-init.js" data-config="{&quot;appEntity&quot;:&quot;aws-marketing&quot;,&quot;region&quot;:&quot;us-west-1&quot;,&quot;service&quot;:&quot;global-site&quot;,&quot;trackerConstants&quot;:{&quot;cookieDomain&quot;:&quot;aws.amazon.com&quot;}}" async="true"></script><a aria-label="Skip to main content link" class="m-sr-only m-sr-only-focusable m-skip-el" href="#aws-page-content-main" id="aws-page-skip-to-main">Skip to main content</a> <div class="header htlwrapper m-global-header"> <div data-custom-params="{}" data-trk-params="{}"> <div data-eb-slot="awsm-ca718254-c6b3-4b0d-ba56-dcf5ef013d17" data-eb-slot-meta="{'version':'1.0','slotId':'awsm-ca718254-c6b3-4b0d-ba56-dcf5ef013d17','slotName':'null','experienceId':'a03b8e72-da5a-4bef-837f-f8e0558920a2','allowBlank':false,'hasAltExp':false,'isRTR':false,'dataKey':'null','filters':{'limit':15,'query':'tag \u003d \'global-nav#global-nav-items\''}}"> <div data-eb-tpl-n="awsm-rt/rt-global-nav" data-eb-tpl-v="1.0.0" data-eb-ce="" data-eb-c-scope="ca718254-c6b3-4b0d-ba56-dcf5ef013d17" data-eb-d-scope="INLINE" data-eb-locale="en-US" data-eb-784e8193="" data-eb-ssr-ce="" data-eb-tpl-ns="awsmRT" data-eb-hydrated="pending"> <script type="application/json">{"data":{"items":[{"fields":{"globalNav":"{\"dark\":false,\"logoAlt\":\"AWS\",\"logoLink\":\"/?nc2\\u003dh_home\",\"searchURL\":\"api\",\"createAccountButtonLabel\":\"Create account\",\"createAccountButtonURL\":\"https://signin.aws.amazon.com/signup?request_type\\u003dregister\",\"signinLabel\":\"Sign in to console\",\"signinURL\":\"https://console.aws.amazon.com/console/home/?nc2\\u003dh_si\\u0026src\\u003dheader-signin\",\"showFeedback\":true,\"schemaVersion\":2,\"items\":[{\"name\":\"re:Invent\",\"linkURL\":\"/events/reinvent/?nc2\\u003dh_l1_f\",\"variant\":\"featured\"},{\"name\":\"Discover AWS\",\"columnsLayout\":\"3-1\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Explore topics\",\"subheading\":\"\",\"type\":\"ListColumn\",\"discoverCards\":[{\"title\":\"The session catalog is live. Explore what\\u0027s waiting for you\",\"badge\":\"re:Invent 2026\",\"hyperLink\":\"/events/reinvent/?nc2\\u003dh_dsc_ex_s1\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/homepage/global-nav/reinvent-register.3822079bac49f139ae46016a9a99c3eed71fad4a.png\",\"imageAlt\":\"An abstract image\"},{\"title\":\"See how customers innovate with AWS data \\u0026 AI\",\"badge\":\"Customer Stories\",\"hyperLink\":\"/data/customer-stories/?nc2\\u003dh_dsc_ex_s2\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/homepage/global-nav/data-heroes.d572b9b4f358fea331a0245120af6390b16ad87d.jpg\",\"imageAlt\":\"An abstract image\"},{\"title\":\"AI for software \\u0026 tech: build, scale, and monetize\",\"badge\":\"Independent Software Vendors\",\"hyperLink\":\"/isv/?nc2\\u003dh_dsc_ex_s3\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/homepage/global-nav/isv.bce7bdc05328153704c0c2a90d7dd38658e4d349.jpg\",\"imageAlt\":\"An abstract image\"}],\"items\":[{\"title\":\"Solutions designed for your business. Delivered by AWS Partners\",\"eyebrow\":\"AI for Small Businesses\",\"hyperLink\":\"/smart-business/solutions/artificial-intelligence-small-medium-business/?nc2\\u003dh_dsc_ex_s4\"},{\"title\":\"Give AI coding agents up-to-date docs and AWS resource access\",\"eyebrow\":\"Agent Toolkit\",\"hyperLink\":\"/products/developer-tools/agent-toolkit-for-aws/?nc2\\u003dh_dsc_ex_s5\"},{\"title\":\"Answers grounded in your actual business data\",\"eyebrow\":\"Amazon Quick\",\"hyperLink\":\"/quick/desktop/?nc2\\u003dh_dsc_ex_s6\"}],\"hyperLinks\":[{\"hyperlinkUrl\":\"/new/?nc2\\u003dh_dsc_new\",\"hyperlinkText\":\"News \\u0026 announcements\"},{\"hyperlinkUrl\":\"/blogs/?nc2\\u003dh_dsc_blg\",\"hyperlinkText\":\"AWS blog\"}]},{\"heading\":\"About AWS\",\"subheading\":\"AWS is the world\\u0027s most comprehensive cloud, enabling organizations to accelerate innovation, reduce costs, and scale more efficiently\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_innovation_8_1200.07a6484f8eaa3100138cf8b6dce14f1db024db32.jpg\",\"imageAlt\":\"an abstract illustration\",\"type\":\"FeaturedColumn\",\"hyperLinks\":[{\"hyperlinkUrl\":\"/what-is-aws/?nc2\\u003dh_dsc_aa_wtaws\",\"hyperlinkText\":\"Why AWS\"},{\"hyperlinkUrl\":\"/getting-started/?nc2\\u003dh_dsc_aa_gs\",\"hyperlinkText\":\"Getting Started\"},{\"hyperlinkUrl\":\"/security/?nc2\\u003dh_dsc_aa_sec\",\"hyperlinkText\":\"Security\"},{\"hyperlinkUrl\":\"/compliance/?nc2\\u003dh_dsc_aa_cmp\",\"hyperlinkText\":\"Compliance\"},{\"hyperlinkUrl\":\"/trust-center/?nc2\\u003dh_dsc_aa_trc\",\"hyperlinkText\":\"Trust Center\"},{\"hyperlinkUrl\":\"/sustainability/?nc2\\u003dh_dsc_aa_sus\",\"hyperlinkText\":\"Sustainability\"},{\"hyperlinkText\":\"Global Infrastructure\",\"hyperlinkUrl\":\"/about-aws/global-infrastructure/?nc2\\u003dh_dsc_aa_gi\"}]}]},{\"name\":\"Products\",\"columnsLayout\":\"1-3\",\"linkURL\":\"\",\"subNav\":[{\"name\":\"Featured Products\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Featured Products\",\"subheading\":\"Get started with one of these featured services or browse all\",\"hyperlinkText\":\"Browse all products\",\"hyperlinkUrl\":\"/products/?nc2\\u003dh_prod_fs_prod\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Amazon Quick\",\"body\":\"AI-powered assistant for work with research, business insights, automation, and no-code app building\",\"hyperLink\":\"/quick/?nc2\\u003dh_prod_fs_q\"},{\"title\":\"Transform\",\"body\":\"Eliminate tech debt with agentic AI to modernize legacy systems and code\",\"hyperLink\":\"/transform/?nc2\\u003dh_prod_fs_trns\"},{\"title\":\"Aurora\",\"body\":\"Serverless relational database service for PostgreSQL, MySQL, and DSQL\",\"hyperLink\":\"/rds/aurora/?nc2\\u003dh_prod_fs_aa\"},{\"title\":\"Amazon Bedrock\",\"body\":\"The end-to-end platform for building generative AI applications and agents\",\"hyperLink\":\"/bedrock/?nc2\\u003dh_prod_fs_br\"},{\"title\":\"Amazon Connect Customer\",\"body\":\"AI-native solution for delivering exceptional experiences across customer interactions\",\"hyperLink\":\"/products/connect/customer/?nc2\\u003dh_prod_fs_cnct\"},{\"title\":\"EC2\",\"body\":\"Secure and resizable compute capacity for virtually any workload\",\"hyperLink\":\"/ec2/?nc2\\u003dh_prod_fs_ec2\"},{\"title\":\"Nova\",\"body\":\"Foundation models delivering frontier intelligence and top price performance\",\"hyperLink\":\"/ai/generative-ai/nova/?nc2\\u003dh_prod_fs_nov\"},{\"title\":\"OpenSearch Service\",\"body\":\"Real-time search, observability, and security analytics\",\"hyperLink\":\"/opensearch-service/?nc2\\u003dh_prod_fs_os\"},{\"title\":\"S3\",\"body\":\"Virtually unlimited secure object storage for AI, analytics, and archives\",\"hyperLink\":\"/s3/?nc2\\u003dh_prod_fs_s3\"}],\"resourceCards\":[{\"title\":\"What’s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Analytics\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Analytics\",\"subheading\":\"Optimize performance and scale for analytics and AI workloads\",\"hyperlinkText\":\"Go to Analytics hub\",\"hyperlinkUrl\":\"/big-data/datalakes-and-analytics/?nc2\\u003dh_prod_an_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Athena\",\"body\":\"Service to query data in S3 using SQL\",\"hyperLink\":\"/athena/?nc2\\u003dh_prod_an_ath\"},{\"title\":\"AWS EMR\",\"body\":\"Easily run big data frameworks\",\"hyperLink\":\"/emr/?nc2\\u003dh_prod_an_emr\"},{\"title\":\"Glue\",\"body\":\"Simple, scalable, and serverless data integration\",\"hyperLink\":\"/glue/?nc2\\u003dh_prod_an_glu\"},{\"title\":\"Managed Streaming for Apache Kafka\",\"body\":\"Fully managed Apache Kafka service\",\"hyperLink\":\"/msk/?nc2\\u003dh_prod_an_msak\"},{\"title\":\"OpenSearch Service\",\"body\":\"Search and analytics engine for log, text, and trace data\",\"hyperLink\":\"/opensearch-service/?nc2\\u003dh_prod_an_es\"},{\"title\":\"QuickSight\",\"body\":\"Fast business analytics service\",\"hyperLink\":\"/quicksight/?nc2\\u003dh_prod_an_qs\"},{\"title\":\"Redshift\",\"body\":\"Fast, simple, cost-effective data warehousing\",\"hyperLink\":\"/redshift/?nc2\\u003dh_prod_an_rs\"},{\"title\":\"SageMaker\",\"body\":\"The center for all your data, analytics, and AI\",\"hyperLink\":\"/sagemaker/?nc2\\u003dh_prod_an_sgm\"}],\"browseAllItem\":{\"title\":\"Browse all Analytics products\",\"hyperLink\":\"/big-data/datalakes-and-analytics/?nc2\\u003dh_prod_an_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Application Integration\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Application Integration\",\"subheading\":\"Integrate distributed systems and serverless applications with less code\",\"hyperlinkText\":\"Go to Application Integration hub\",\"hyperlinkUrl\":\"/products/application-integration/?nc2\\u003dh_prod_ap_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"API Gateway\",\"body\":\"Fully managed service to secure and scale RESTful APIs\",\"hyperLink\":\"/api-gateway/?nc2\\u003dh_prod_ap_apig\"},{\"title\":\"AppFlow\",\"body\":\"No-code integration for SaaS apps \\u0026 AWS services\",\"hyperLink\":\"/appflow/?nc2\\u003dh_prod_ap_af\"},{\"title\":\"AppSync\",\"body\":\"Connects applications to events, data, and AI models with GraphQL\",\"hyperLink\":\"/appsync/?nc2\\u003dh_prod_ap_apps\"},{\"title\":\"EventBridge\",\"body\":\"Builds event-driven apps at scale across AWS, SaaS or existing systems\",\"hyperLink\":\"/eventbridge/?nc2\\u003dh_prod_ap_eb\"},{\"title\":\"MQ\",\"body\":\"Managed message broker service\",\"hyperLink\":\"/amazon-mq/?nc2\\u003dh_prod_ap_mq\"},{\"title\":\"Simple Notification Service (SNS)\",\"body\":\"Pub/sub, SMS, email, and mobile push notifications\",\"hyperLink\":\"/sns/?nc2\\u003dh_prod_ap_sns\"},{\"title\":\"Simple Queue Service (SQS)\",\"body\":\"Managed message queues\",\"hyperLink\":\"/sqs/?nc2\\u003dh_prod_ap_sqs\"},{\"title\":\"Step Functions\",\"body\":\"Visual workflows for distributed applications\",\"hyperLink\":\"/step-functions/?nc2\\u003dh_prod_ap_stf\"}],\"browseAllItem\":{\"title\":\"Browse all Application Integration products\",\"hyperLink\":\"/products/application-integration/?nc2\\u003dh_prod_ap_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Artificial Intelligence\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Artificial Intelligence\",\"subheading\":\"Build and scale the next wave of AI innovation on AWS\",\"hyperlinkText\":\"Go to Artificial Intelligence hub\",\"hyperlinkUrl\":\"/ai/?nc2\\u003dh_prod_ai_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Amazon Bedrock\",\"body\":\"The end-to-end platform for building generative AI applications and agents\",\"hyperLink\":\"/bedrock/?nc2\\u003dh_prod_ai_br\"},{\"title\":\"Amazon Bedrock AgentCore\",\"body\":\"Comprehensive agentic platform to accelerate agents to production using any framework or model\",\"hyperLink\":\"/bedrock/agentcore/?nc2\\u003dh_prod_ai_brac\"},{\"title\":\"Amazon Connect Customer\",\"body\":\"AI-native solution for delivering exceptional experiences across customer interactions\",\"hyperLink\":\"/products/connect/customer/?nc2\\u003dh_prod_ai_cnct\"},{\"title\":\"Inferentia\",\"body\":\"Machine learning inference chip\",\"hyperLink\":\"/ai/machine-learning/inferentia/?nc2\\u003dh_prod_ai_inf\"},{\"title\":\"Amazon Quick\",\"body\":\"AI-powered assistant for work with research, business insights, automation, and no-code app building\",\"hyperLink\":\"/quick/?nc2\\u003dh_prod_ai_q\"},{\"title\":\"Nova\",\"body\":\"Foundation models delivering frontier intelligence and top price performance\",\"hyperLink\":\"/ai/generative-ai/nova/?nc2\\u003dh_prod_ai_nov\"},{\"title\":\"SageMaker\",\"body\":\"Managed service to build, train, and deploy ML and foundation models\",\"hyperLink\":\"/sagemaker-ai/?nc2\\u003dh_prod_ai_sgm\"},{\"title\":\"Trainium\",\"body\":\"High-performance, low-cost AI chips for deep learning and generative AI training\",\"hyperLink\":\"/ai/machine-learning/trainium/?nc2\\u003dh_prod_ai_trn\"}],\"browseAllItem\":{\"title\":\"Browse all Artificial Intelligence products\",\"hyperLink\":\"/ai/?nc2\\u003dh_prod_ai_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Business Applications\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Business Applications\",\"subheading\":\"Cloud and native applications built on and by AWS\",\"hyperlinkText\":\"Go to Business Applications hub\",\"hyperlinkUrl\":\"/business-applications/?nc2\\u003dh_prod_ba_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Amazon Connect Customer\",\"body\":\"AI-native solution for delivering exceptional experiences across customer interactions\",\"hyperLink\":\"/products/connect/customer/?nc2\\u003dh_prod_ba_cnct\"},{\"title\":\"Just Walk Out\",\"body\":\"Check-out free autonomous retail\",\"hyperLink\":\"/just-walk-out/?nc2\\u003dh_prod_ba_jwo\"},{\"title\":\"Amazon Quick\",\"body\":\"AI-powered assistant for work with research, business insights, automation, and no-code app building\",\"hyperLink\":\"/quick/?nc2\\u003dh_prod_ba_q\"},{\"title\":\"Simple Email Service (SES)\",\"body\":\"High-scale inbound and outbound email service\",\"hyperLink\":\"/ses/?nc2\\u003dh_prod_ba_ses\"},{\"title\":\"AWS Supply Chain\",\"body\":\"AI application to improve visibility and planning\",\"hyperLink\":\"/aws-supply-chain/?nc2\\u003dh_prod_ba_sc\"},{\"title\":\"Wickr\",\"body\":\"End-to-end encrypted communications\",\"hyperLink\":\"/wickr/?nc2\\u003dh_prod_ba_wkr\"},{\"title\":\"WorkSpaces\",\"body\":\"Virtual desktops, secure web browsers, and application streaming\",\"hyperLink\":\"/workspaces-family/workspaces/?nc2\\u003dh_prod_ba_ws\"}],\"browseAllItem\":{\"title\":\"Browse all Business Applications\",\"hyperLink\":\"/business-applications/?nc2\\u003dh_prod_ba_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Compute\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Compute\",\"subheading\":\"Run instances, containers, and serverless computing\",\"hyperlinkText\":\"Go to Compute hub\",\"hyperlinkUrl\":\"/products/compute/?nc2\\u003dh_prod_cp_hub\",\"type\":\"ListColumn\",\"sections\":[{\"heading\":\"Instances\",\"items\":[{\"title\":\"EC2\",\"body\":\"Virtual servers with full control over compute resources\",\"hyperLink\":\"/ec2/?nc2\\u003dh_prod_cp_ec2\"},{\"title\":\"Elastic Beanstalk\",\"body\":\"Easily migrates, deploys, and scales full-stack applications on AWS\",\"hyperLink\":\"/elasticbeanstalk/?nc2\\u003dh_prod_cp_ebst\"}]},{\"heading\":\"Containers\",\"items\":[{\"title\":\"Elastic Container Service (ECS)\",\"body\":\"Fully managed AWS native container orchestration service\",\"hyperLink\":\"/ecs/?nc2\\u003dh_prod_cp_ecs\"},{\"title\":\"Elastic Kubernetes Service (EKS)\",\"body\":\"Managed Kubernetes service for running containerized applications\",\"hyperLink\":\"/eks/?nc2\\u003dh_prod_cp_eks\"}]},{\"heading\":\"Serverless\",\"items\":[{\"title\":\"Lambda\",\"body\":\"Service for running code without thinking about servers or clusters\",\"hyperLink\":\"/lambda/?nc2\\u003dh_prod_cp_lbd\"}]}],\"browseAllItem\":{\"title\":\"Browse all Compute products\",\"hyperLink\":\"/products/compute/?nc2\\u003dh_prod_cp_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_c\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Customer Experience\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Customer Experience\",\"subheading\":\"Transform customer experiences without compromising on cost\",\"hyperlinkText\":\"Go to Customer Experience hub\",\"hyperlinkUrl\":\"/connect/?nc2\\u003dh_prod_cc_cnct\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Amazon Connect Customer\",\"body\":\"AI-native solution for delivering exceptional experiences across customer interactions\",\"hyperLink\":\"/products/connect/customer/?nc2\\u003dh_prod_cc_cnct\"}],\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Databases\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Databases\",\"subheading\":\"Power AI and data-driven applications at any scale\",\"hyperlinkText\":\"Go to Databases hub\",\"hyperlinkUrl\":\"/products/databases/?nc2\\u003dh_prod_db_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Aurora\",\"body\":\"Serverless relational database service for PostgreSQL, MySQL, and DSQL\",\"hyperLink\":\"/rds/aurora/?nc2\\u003dh_prod_db_aa\"},{\"title\":\"DocumentDB (with MongoDB compatibility)\",\"body\":\"Serverless MongoDB-API compatible document database service\",\"hyperLink\":\"/documentdb/?nc2\\u003dh_prod_db_doc\"},{\"title\":\"DynamoDB\",\"body\":\"Serverless distributed NoSQL database for workloads at any scale\",\"hyperLink\":\"/dynamodb/?nc2\\u003dh_prod_db_ddb\"},{\"title\":\"ElastiCache\",\"body\":\"Serverless cache with Valkey-, Memcached-, and Redis OSS-compatibility\",\"hyperLink\":\"/elasticache/?nc2\\u003dh_prod_db_elc\"},{\"title\":\"MemoryDB\",\"body\":\"Fully managed, in-memory database with Valkey- and Redis OSS-compatibility\",\"hyperLink\":\"/memorydb/?nc2\\u003dh_prod_db_memdb\"},{\"title\":\"Neptune\",\"body\":\"Serverless graph database and fully managed graph analytics\",\"hyperLink\":\"/neptune/?nc2\\u003dh_prod_db_nep\"},{\"title\":\"Oracle Database@AWS\",\"body\":\"Oracle Databases, RAC, and applications deployed in AWS datacenters\",\"hyperLink\":\"/marketplace/featured-seller/oracle/?nc2\\u003dh_prod_db_ora\"},{\"title\":\"Relational Database Service (RDS)\",\"body\":\"Fully managed database service for popular relational database engines\",\"hyperLink\":\"/rds/?nc2\\u003dh_prod_db_rds\"}],\"browseAllItem\":{\"title\":\"Browse all Database products\",\"hyperLink\":\"/products/databases/?nc2\\u003dh_prod_db_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Developer Tools\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Developer Tools\",\"subheading\":\"Develop applications on AWS faster and easier\",\"hyperlinkText\":\"Go to Developer Tools hub\",\"hyperlinkUrl\":\"/products/developer-tools/?nc2\\u003dh_prod_dt_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Amazon Q Developer\",\"body\":\"The most capable generative AI-powered assistant for software development\",\"hyperLink\":\"/q/developer/?nc2\\u003dh_prod_dt_qdev\"},{\"title\":\"Amplify\",\"body\":\"Everything you need to easily start, build, and scale web and mobile apps\",\"hyperLink\":\"/amplify/?nc2\\u003dh_prod_dt_awsa\"},{\"title\":\"Cloud Development Kit (CDK)\",\"body\":\"Infrastructure-as-code framework to model cloud resources\",\"hyperLink\":\"/cdk/?nc2\\u003dh_prod_dt_cdk\"},{\"title\":\"CloudFormation\",\"body\":\"Infrastructure-as-code service for AWS resources\",\"hyperLink\":\"/cloudformation/?nc2\\u003dh_prod_dt_cfr\"},{\"title\":\"Command Line Interface\",\"body\":\"Unified tool to manage AWS services\",\"hyperLink\":\"/cli/?nc2\\u003dh_prod_dt_cli\"},{\"title\":\"Corretto\",\"body\":\"Production-ready distribution of OpenJDK\",\"hyperLink\":\"/corretto/?nc2\\u003dh_prod_dt_cor\"},{\"title\":\"Software Development Kits (SDK)\",\"body\":\"Client libraries to build AWS-integrated applications\",\"hyperLink\":\"/getting-started/tools-sdks/?nc2\\u003dh_prod_dt_tsdk\"}],\"browseAllItem\":{\"title\":\"Browse all Developer Tools\",\"hyperLink\":\"/products/developer-tools/?nc2\\u003dh_prod_dt_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"End User Computing\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"End User Computing\",\"subheading\":\"Run cloud-native virtual desktops, secure web browsers, and streaming apps\",\"hyperlinkText\":\"Go to End User Computing hub\",\"hyperlinkUrl\":\"/products/end-user-computing/?nc2\\u003dh_prod_eu_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"WorkSpaces Desktop as a Service (DaaS)\",\"body\":\"Secure cloud desktops that scale instantly across any device\",\"hyperLink\":\"/workspaces/desktop-as-a-service/?nc2\\u003dh_prod_eu_wsdaas\"},{\"title\":\"WorkSpaces Applications\",\"body\":\"Transform desktop apps into cloud services delivered to any browser\",\"hyperLink\":\"/workspaces/applications/?nc2\\u003dh_prod_eu_as2\"},{\"title\":\"WorkSpaces Secure Browser\",\"body\":\"Remote enterprise browser for protected access to web resources\",\"hyperLink\":\"/workspaces/secure-browser/?nc2\\u003dh_prod_eu_wssb\"},{\"title\":\"WorkSpaces for VDI partners\",\"body\":\"Run your preferred VDI platform on AWS-managed infrastructure\",\"hyperLink\":\"/workspaces/vdi-partners/?nc2\\u003dh_prod_eu_wsvdi\"}],\"browseAllItem\":{\"title\":\"Browse all End User Computing products\",\"hyperLink\":\"/products/end-user-computing/?nc2\\u003dh_prod_eu_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Game Tech\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Game Tech\",\"subheading\":\"Build breakthrough gaming experiences\",\"hyperlinkText\":\"Go to Game Tech hub\",\"hyperlinkUrl\":\"/gamelift/?nc2\\u003dh_prod_gt_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Amazon GameLift Servers\",\"body\":\"Game server hosting purpose-built to power the world\\u0027s most demanding games\",\"hyperLink\":\"/gamelift/servers/?nc2\\u003dh_prod_gt_gls\"},{\"title\":\"Amazon GameLift Streams\",\"body\":\"Managed service for low-latency, high frame rate game streaming at global scale\",\"hyperLink\":\"/gamelift/streams/?nc2\\u003dh_prod_gt_glst\"}],\"browseAllItem\":{\"title\":\"Browse all Game Tech products\",\"hyperLink\":\"/gamelift/?nc2\\u003dh_prod_gt_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Management Tools\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Management Tools\",\"subheading\":\"Organize, track, and optimize how you use AWS\",\"hyperlinkText\":\"Go to Management Tools hub\",\"hyperlinkUrl\":\"/products/management-and-governance/?nc2\\u003dh_prod_mg_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Billing \\u0026 Cost Management\",\"body\":\"Comprehensive suite of tools to manage, analyze, and optimize AWS cloud spending\",\"hyperLink\":\"/aws-cost-management/?nc2\\u003dh_prod_mg_bil\"},{\"title\":\"CloudTrail\",\"body\":\"Audit trail for governance, compliance, and security monitoring across AWS accounts\",\"hyperLink\":\"/cloudtrail/?nc2\\u003dh_prod_mg_ct\"},{\"title\":\"Compute Optimizer\",\"body\":\"Recommendation engine that analyzes usage to optimize cost and performance\",\"hyperLink\":\"/compute-optimizer/?nc2\\u003dh_prod_mg_opt\"},{\"title\":\"Config\",\"body\":\"Configuration tracking and compliance auditing for AWS resources\",\"hyperLink\":\"/config/?nc2\\u003dh_prod_mg_cfg\"},{\"title\":\"Organizations\",\"body\":\"Policy-based management for multiple AWS accounts\",\"hyperLink\":\"/organizations/?nc2\\u003dh_prod_mg_org\"},{\"title\":\"Resource Explorer\",\"body\":\"Built-in search tool to surface and explore resources across AWS\",\"hyperLink\":\"/resourceexplorer/?nc2\\u003dh_prod_mg_re\"},{\"title\":\"AWS Control Tower\",\"body\":\"Centralized governance and controls for multi-account AWS environments\",\"hyperLink\":\"/controltower/?nc2\\u003dh_prod_mg_ctr\"},{\"title\":\"Systems Manager\",\"body\":\"Operations hub to manage and automate AWS resources at scale\",\"hyperLink\":\"/systems-manager/?nc2\\u003dh_prod_mg_sm\"}],\"browseAllItem\":{\"title\":\"Browse all Management Tools\",\"hyperLink\":\"/products/management-and-governance/?nc2\\u003dh_prod_mg_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Media Services\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Media Services\",\"subheading\":\"Create digital content, and build live and on-demand video workflows\",\"hyperlinkText\":\"Go to Media Services hub\",\"hyperlinkUrl\":\"/media-services/?nc2\\u003dh_prod_ms_hub\",\"type\":\"ListColumn\",\"sections\":[{\"heading\":\"AWS Elemental\",\"items\":[{\"title\":\"Elemental Inference\",\"hyperLink\":\"/elemental-inference/?nc2\\u003dh_prod_ms_einf\",\"body\":\"AI-powered vertical video in real time—fully managed and at scale\"},{\"title\":\"MediaConnect\",\"body\":\"Reliable and secure live video transport\",\"hyperLink\":\"/mediaconnect/?nc2\\u003dh_prod_ms_emc\"},{\"title\":\"MediaConvert\",\"body\":\"Converts file-based video content\",\"hyperLink\":\"/mediaconvert/?nc2\\u003dh_prod_ms_emcv\"},{\"title\":\"MediaLive\",\"body\":\"Encodes live video for broadcast and streaming\",\"hyperLink\":\"/medialive/?nc2\\u003dh_prod_ms_eml\"},{\"title\":\"MediaPackage\",\"body\":\"Video origination and packaging\",\"hyperLink\":\"/mediapackage/?nc2\\u003dh_prod_ms_emp\"},{\"title\":\"MediaTailor\",\"body\":\"Linear channel assembly and personalized ad-insertion\",\"hyperLink\":\"/mediatailor/?nc2\\u003dh_prod_ms_ems\"}]},{\"items\":[{\"title\":\"Deadline Cloud\",\"body\":\"Sets up, deploys, and scales a cloud render farm in minutes\",\"hyperLink\":\"/deadline-cloud/?nc2\\u003dh_prod_ms_et\"},{\"title\":\"Interactive Video Service\",\"body\":\"Builds engaging live stream and interactive video experiences\",\"hyperLink\":\"/ivs/?nc2\\u003dh_prod_ms_ivs\"}]}],\"browseAllItem\":{\"title\":\"Browse all Media Services\",\"hyperLink\":\"/media-services/?nc2\\u003dh_prod_ms_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Migration \\u0026 Modernization\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Migration \\u0026 Modernization\",\"subheading\":\"Migrate faster and modernize with confidence\",\"hyperlinkText\":\"Go to Migration \\u0026 Modernization hub\",\"hyperlinkUrl\":\"/products/migration-and-modernization/?nc2\\u003dh_prod_mt_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"AWS Transform\",\"body\":\"Eliminate tech debt with agentic AI to modernize legacy systems and code\",\"hyperLink\":\"/transform/?nc2\\u003dh_prod_mt_trns\"},{\"title\":\"Database Migration Service (DMS)\",\"body\":\"Securely migrates databases with minimal downtime and zero data loss\",\"hyperLink\":\"/dms/?nc2\\u003dh_prod_mt_dbms\"},{\"title\":\"Elastic VMware Service\",\"body\":\"Managed service to run and modernize VMware-based workloads on AWS\",\"hyperLink\":\"/evs/?nc2\\u003dh_prod_mt_vmw\"},{\"title\":\"Experience-Based Acceleration (EBA)\",\"body\":\"Outcome-driven methodology to accelerate migration and modernization planning\",\"hyperLink\":\"/experience-based-acceleration/?nc2\\u003dh_prod_mt_eba\"},{\"title\":\"Mainframe Modernization\",\"body\":\"Integrated platform to modernize, migrate, test, and run mainframe applications\",\"hyperLink\":\"/mainframe-modernization/?nc2\\u003dh_prod_mt_mi\"},{\"title\":\"Migration Acceleration Program (MAP)\",\"body\":\"Best practices and funding support to guide large-scale migrations\",\"hyperLink\":\"/migration-acceleration-program/?nc2\\u003dh_prod_mt_map\"},{\"title\":\"Optimization and Licensing Assessment\",\"body\":\"Analyze and reduce computing and licensing costs pre- and post- migration\",\"hyperLink\":\"/optimization-and-licensing-assessment/?nc2\\u003dh_prod_mt_ola\"}],\"browseAllItem\":{\"title\":\"Browse all Migration \\u0026 Modernization products\",\"hyperLink\":\"/products/migration-and-modernization/?nc2\\u003dh_prod_mt_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Multicloud \\u0026 Hybrid\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Multicloud \\u0026 Hybrid\",\"subheading\":\"Support operations across AWS, other clouds, and on-premises environments\",\"hyperlinkText\":\"Go to Multicloud \\u0026 Hybrid hub\",\"hyperlinkUrl\":\"/products/multicloud-hybrid/?nc2\\u003dh_prod_hy_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Athena\",\"body\":\"Federated query engine to analyze data across AWS, on-premises, and multicloud environments\",\"hyperLink\":\"/athena/?nc2\\u003dh_prod_hy_ath\"},{\"title\":\"CloudWatch\",\"body\":\"Observability tool to collect metrics, logs, and events across AWS, multicloud, and hybrid environments\",\"hyperLink\":\"/cloudwatch/?nc2\\u003dh_prod_hy_cw\"},{\"title\":\"Elastic Kubernetes Service (EKS)\",\"body\":\"Managed Kubernetes to run containerized applications in the cloud or on-prem\",\"hyperLink\":\"/eks/?nc2\\u003dh_prod_hy_eks\"},{\"title\":\"Internet of Things (IoT)\",\"body\":\"Edge-to-cloud IoT services and solutions for intelligent outcomes\",\"hyperLink\":\"/iot/?nc2\\u003dh_prod_hy_iot\"},{\"title\":\"Local Zones\",\"body\":\"Infrastructure to deploy latency-sensitive workloads near end users\",\"hyperLink\":\"/about-aws/global-infrastructure/localzones/?nc2\\u003dh_prod_hy_lz\"},{\"title\":\"OpenSearch Service\",\"body\":\"Federated vector database, search, and log analytics solution across AWS, multicloud, and hybrid environments\",\"hyperLink\":\"/opensearch-service/?nc2\\u003dh_prod_hy_es\"},{\"title\":\"Outposts\",\"body\":\"Fully managed solutions for on-premises and edge workloads\",\"hyperLink\":\"/outposts/?nc2\\u003dh_prod_hy_out\"},{\"title\":\"Systems Manager\",\"body\":\"Unified operations hub to manage and automate AWS and hybrid environments\",\"hyperLink\":\"/systems-manager/?nc2\\u003dh_prod_hy_sm\"}],\"browseAllItem\":{\"title\":\"Browse all Multicloud \\u0026 Hybrid products\",\"hyperLink\":\"/multicloud/?nc2\\u003dh_prod_hy_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Networking \\u0026 Content Delivery\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Networking \\u0026 Content Delivery\",\"subheading\":\"Run every workload on a secure and reliable global network\",\"hyperlinkText\":\"Go to Networking \\u0026 Content Delivery hub\",\"hyperlinkUrl\":\"/products/networking/?nc2\\u003dh_prod_nt_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"API Gateway\",\"body\":\"API management for real-time, data-driven apps\",\"hyperLink\":\"/api-gateway/?nc2\\u003dh_prod_nt_apig\"},{\"title\":\"CloudFront\",\"body\":\"Global content delivery network to accelerate web and API performance\",\"hyperLink\":\"/cloudfront/?nc2\\u003dh_prod_nt_cft\"},{\"title\":\"Direct Connect\",\"body\":\"Dedicated network connection to AWS\",\"hyperLink\":\"/directconnect/?nc2\\u003dh_prod_nt_dc\"},{\"title\":\"Elastic Load Balancing (ELB)\",\"body\":\"Traffic distribution service for high availability and fault tolerance\",\"hyperLink\":\"/elasticloadbalancing/?nc2\\u003dh_prod_nt_elb\"},{\"title\":\"Route 53\",\"body\":\"Global domain name system (DNS) to route user traffic with low latency\",\"hyperLink\":\"/route53/?nc2\\u003dh_prod_nt_r53\"},{\"title\":\"Transit Gateway\",\"body\":\"Central hub to connect VPCs and on-premises networks\",\"hyperLink\":\"/transit-gateway/?nc2\\u003dh_prod_nt_tg\"},{\"title\":\"VPN\",\"body\":\"Encrypted network access to AWS resources\",\"hyperLink\":\"/vpn/?nc2\\u003dh_prod_nt_vpn\"},{\"title\":\"VPC\",\"body\":\"Isolated cloud network to launch AWS resources\",\"hyperLink\":\"/vpc/?nc2\\u003dh_prod_nt_vpc\"}],\"browseAllItem\":{\"title\":\"Browse all Networking \\u0026 Content Delivery products\",\"hyperLink\":\"/products/networking/?nc2\\u003dh_prod_nt_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Operations\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Operations\",\"subheading\":\"Gain visibility, control, and governance at scale\",\"hyperlinkText\":\"Go to Operations hub\",\"hyperlinkUrl\":\"/cloudops/?nc2\\u003dh_prod_op_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"AWS DevOps Agent\",\"body\":\"Frontier agent that proactively resolves and prevents incidents\",\"hyperLink\":\"/devops-agent/?nc2\\u003dh_prod_op_dva\"},{\"title\":\"CloudTrail\",\"body\":\"Audit and visibility tool to track user activity and API usage\",\"hyperLink\":\"/cloudtrail/?nc2\\u003dh_prod_op_ct\"},{\"title\":\"CloudWatch\",\"body\":\"Observability service for monitoring metrics, logs, and alarms at scale\",\"hyperLink\":\"/cloudwatch/?nc2\\u003dh_prod_op_cw\"},{\"title\":\"Config\",\"body\":\"Configuration auditing and compliance tracking for AWS resources anywhere\",\"hyperLink\":\"/config/?nc2\\u003dh_prod_op_cfg\"},{\"title\":\"Control Tower\",\"body\":\"Multi-account governance for secure, scalable setup\",\"hyperLink\":\"/controltower/?nc2\\u003dh_prod_op_ctr\"},{\"title\":\"OpenSearch Service\",\"body\":\"Search, visualization, and analytics for petabyte-scale log and observability data\",\"hyperLink\":\"/opensearch-service/?nc2\\u003dh_prod_op_es\"},{\"title\":\"Resilience Hub\",\"body\":\"Prepare and protect your applications from disruptions\",\"hyperLink\":\"/resilience-hub/?nc2\\u003dh_prod_op_rh\"},{\"title\":\"Systems Manager\",\"body\":\"Operations hub to automate tasks and manage resources at scale\",\"hyperLink\":\"/systems-manager/?nc2\\u003dh_prod_op_sm\"}],\"browseAllItem\":{\"title\":\"Browse all Operations products\",\"hyperLink\":\"/cloudops/?nc2\\u003dh_prod_op_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Security \\u0026 Identity\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Security \\u0026 Identity\",\"subheading\":\"Secure your workloads and applications in the cloud\",\"hyperlinkText\":\"Go to Security \\u0026 Identity hub\",\"hyperlinkUrl\":\"/products/security/?nc2\\u003dh_prod_se_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"AWS Security Agent\",\"body\":\"Frontier agent that proactively secures applications from design to deployment\",\"hyperLink\":\"/security-agent/?nc2\\u003dh_prod_se_ase\"},{\"title\":\"Cognito\",\"body\":\"Offers secure, scalable, and customized sign-up and sign-in in minutes\",\"hyperLink\":\"/cognito/?nc2\\u003dh_prod_se_cog\"},{\"title\":\"GuardDuty\",\"body\":\"Intelligent threat detection for accounts, workloads, and data\",\"hyperLink\":\"/guardduty/?nc2\\u003dh_prod_se_gd\"},{\"title\":\"Identity and Access Management (IAM)\",\"body\":\"Management of identities and access to AWS services and resources\",\"hyperLink\":\"/iam/?nc2\\u003dh_prod_se_iam\"},{\"title\":\"Key Management Service\",\"body\":\"Managed creation and control of keys to encrypt or digitally sign data\",\"hyperLink\":\"/kms/?nc2\\u003dh_prod_se_kms\"},{\"title\":\"Network Firewall\",\"body\":\"Network-level protection for VPCs with customizable rules\",\"hyperLink\":\"/network-firewall/?nc2\\u003dh_prod_se_netf\"},{\"title\":\"Security Hub\",\"body\":\"Unified dashboard for security posture, management, and compliance\",\"hyperLink\":\"/security-hub/?nc2\\u003dh_prod_se_sh\"},{\"title\":\"Shield\",\"body\":\"Managed DDoS protection for web applications\",\"hyperLink\":\"/shield/?nc2\\u003dh_prod_se_shi\"}],\"browseAllItem\":{\"title\":\"Browse all Security \\u0026 Identity products\",\"hyperLink\":\"/products/security?nc2\\u003dh_prod_se_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Storage\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Storage\",\"subheading\":\"Store and manage data for every workload at scale\",\"hyperlinkText\":\"Go to Storage hub\",\"hyperlinkUrl\":\"/products/storage/?nc2\\u003dh_prod_st_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Backup\",\"body\":\"Centrally manages and automates data protection across AWS services\",\"hyperLink\":\"/backup/?nc2\\u003dh_prod_st_bu\"},{\"title\":\"Elastic Block Store (EBS)\",\"body\":\"High-performance block storage at any scale\",\"hyperLink\":\"/ebs/?nc2\\u003dh_prod_st_ebs\"},{\"title\":\"Elastic File System (EFS)\",\"body\":\"Serverless, fully elastic file storage\",\"hyperLink\":\"/efs/?nc2\\u003dh_prod_st_efs\"},{\"title\":\"FSx for Lustre\",\"body\":\"Fully managed, elastic, high-performance file storage for AI and HPC\",\"hyperLink\":\"/fsx/lustre/?nc2\\u003dh_prod_st_fsxl\"},{\"title\":\"FSx for NetApp ONTAP\",\"body\":\"Fully managed NetApp ONTAP file systems with enterprise features\",\"hyperLink\":\"/fsx/netapp-ontap/?nc2\\u003dh_prod_st_fsxn\"},{\"title\":\"FSx for OpenZFS\",\"body\":\"Fully managed, elastic, scale-out file systems for NAS workloads\",\"hyperLink\":\"/fsx/openzfs/?nc2\\u003dh_prod_st_fsxo\"},{\"title\":\"FSx for Windows File Server\",\"body\":\"Fully managed Windows shared file systems with full SMB support\",\"hyperLink\":\"/fsx/windows/?nc2\\u003dh_prod_st_fsxw\"},{\"title\":\"S3\",\"body\":\"Object storage with virtually unlimited scale for AI, analytics, and archives\",\"hyperLink\":\"/s3/?nc2\\u003dh_prod_st_s3\"}],\"browseAllItem\":{\"title\":\"Browse all Storage products\",\"hyperLink\":\"/products/storage/?nc2\\u003dh_prod_st_hub\"},\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Supply Chain\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Supply Chain\",\"subheading\":\"Gain visibility, mitigate risks, and lower costs\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Amazon Connect Decisions\",\"body\":\"Agentic application to forecast demand, generate supply plans, and actively monitor execution\",\"hyperLink\":\"/products/connect/decisions/?nc2\\u003dh_prod_sc_cndc\"}],\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]}],\"subNavCta\":{\"url\":\"/products/?nc2\\u003dh_prod\",\"label\":\"Browse all products\"}},{\"name\":\"Solutions\",\"columnsLayout\":\"1-3\",\"linkURL\":\"\",\"subNav\":[{\"name\":\"By industry\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Industry solutions on AWS\",\"subheading\":\"Transform your industry with AWS cloud solutions. Access proven architectures, compliance guides, and success stories of customers using AWS products tailored to your sector. Explore AWS solutions for your industry.\",\"hyperlinkText\":\"Go to industry hub\",\"hyperlinkUrl\":\"/industries/?nc2\\u003dh_sol_ind_hub\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Advertising and Marketing\",\"body\":\"Turn data into customer-winning campaigns\",\"hyperLink\":\"/advertising-marketing/?nc2\\u003dh_sol_ind_dm\"},{\"title\":\"Aerospace and Satellite\",\"body\":\"Cloud solutions to help customers build satellites, conduct space and launch operations, and reimagine space exploration\",\"hyperLink\":\"/aerospace-and-satellite/?nc2\\u003dh_sol_ind_sat\"},{\"title\":\"Automotive\",\"body\":\"Build smarter vehicles and transform mobility with cloud solutions\",\"hyperLink\":\"/automotive/?nc2\\u003dh_sol_ind_aut\"},{\"title\":\"Education\",\"body\":\"Solutions to help facilitate teaching, learning, student engagement, better learning outcomes and modernize IT operations\",\"hyperLink\":\"/education/?nc2\\u003dh_sol_ind_edu\"},{\"title\":\"Energy and Utilities\",\"body\":\"Revamp legacy operations and accelerate the development of innovative renewable energy business models\",\"hyperLink\":\"/energy-utilities/?nc2\\u003dh_sol_ind_enu\"},{\"title\":\"Financial Services\",\"body\":\"Develop innovative and secure solutions across banking, capital markets, insurance, and payments\",\"hyperLink\":\"/financial-services/?nc2\\u003dh_sol_ind_fin\"},{\"title\":\"Games\",\"body\":\"Enable game development for every genre and platform, from AAA titles to indie studios\",\"hyperLink\":\"/gametech/?nc2\\u003dh_sol_ind_gt\"},{\"title\":\"Government\",\"body\":\"Solutions designed to help government agencies modernize, meet mandates, reduce costs, and deliver mission outcomes\",\"hyperLink\":\"/government-education/government/?nc2\\u003dh_sol_ind_gov\"},{\"title\":\"Healthcare and Life Sciences\",\"body\":\"Accelerate innovation and improve patient care with healthcare data management and security\",\"hyperLink\":\"/health/?nc2\\u003dh_sol_ind_hcl\"},{\"title\":\"Manufacturing\",\"body\":\"Optimize production and speed time-to-market\",\"hyperLink\":\"/manufacturing/?nc2\\u003dh_sol_ind_man\"},{\"title\":\"Media and Entertainment\",\"body\":\"Transform media \\u0026 entertainment with the most purpose-built capabilities and partner solutions of any cloud\",\"hyperLink\":\"/media/?nc2\\u003dh_sol_ind_med\"},{\"title\":\"Nonprofit\",\"body\":\"Cloud solutions to help nonprofits and NGOs maximize their mission impact and donor relationships\",\"hyperLink\":\"/government-education/nonprofits/?nc2\\u003dh_sol_ind_np\"},{\"title\":\"Retail and Consumer Goods\",\"body\":\"Empower brands to drive market differentiation and growth with cloud solutions\",\"hyperLink\":\"/retail-consumer-goods/?nc2\\u003dh_sol_ind_cpg\"},{\"title\":\"Semiconductor\",\"body\":\"Design and deliver next-generation chip solutions with cloud technology\",\"hyperLink\":\"/manufacturing/semiconductor-hi-tech/?nc2\\u003dh_sol_ind_sem\"},{\"title\":\"Sports\",\"body\":\"Fuel innovative fan, broadcast, and athlete experiences\",\"hyperLink\":\"/sports/?nc2\\u003dh_sol_ind_spt\"},{\"title\":\"Sustainability\",\"body\":\"Tools and resources to help organizations achieve their sustainability goals with AWS\",\"hyperLink\":\"/sustainability/?nc2\\u003dh_sol_ind_sus\"},{\"title\":\"Telecommunications\",\"body\":\"Accelerate innovation, scale with confidence, and add agility with cloud-based telecom solutions\",\"hyperLink\":\"/telecom/?nc2\\u003dh_sol_ind_tel\"},{\"title\":\"Travel and Hospitality\",\"body\":\"Elevate travel and hospitality with solutions that boost customer experiences and operational efficiency\",\"hyperLink\":\"/travel-and-hospitality/?nc2\\u003dh_sol_ind_trv\"}],\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"By organization type\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Solutions for any organization\",\"subheading\":\"From startups to enterprises, find AWS solutions scaled to your needs. Access tailored resources, pricing models, and support levels.\",\"hyperlinkUrl\":\"\",\"type\":\"ListColumn\",\"sections\":[{\"items\":[{\"title\":\"Enterprise\",\"body\":\"Tailored services for enterprise-level security, compliance, privacy, and governance needs\",\"hyperLink\":\"/enterprise/?nc2\\u003dh_sol_org_en\"},{\"title\":\"Public Sector\",\"body\":\"Foster innovation and support impactful projects in government, education, and nonprofit sectors\",\"hyperLink\":\"/government-education/?nc2\\u003dh_sol_org_ps\"},{\"title\":\"Small and Medium Business (SMB)\",\"body\":\"Smart businesses need IT that scales. Discover the benefits of migrating to the cloud, enhancing security, and more\",\"hyperLink\":\"/smart-business/?nc2\\u003dh_sol_org_smb\"},{\"title\":\"Startups\",\"body\":\"From the spark of an idea, to your first customer, to IPO and beyond, let AWS help you build and grow your startup\",\"hyperLink\":\"/startups/?nc2\\u003dh_sol_org_su\"},{\"title\":\"Software and Technology (ISV)\",\"body\":\"Evolve with your customers. AWS helps you migrate, scale, and innovate your applications without IT constraints\",\"hyperLink\":\"/isv/?nc2\\u003dh_sol_org_isv\"}]}],\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]},{\"name\":\"Solutions Library\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Solutions Library\",\"subheading\":\"Find vetted solutions and guidance for business and technical use cases.\",\"hyperlinkText\":\"Go to Solutions Library\",\"hyperlinkUrl\":\"/solutions/?nc2\\u003dh_sol_sl_hub\",\"type\":\"ListColumn\",\"sections\":[{\"items\":[{\"title\":\"Browse popular solutions\",\"body\":\"Explore the most popular solutions on AWS\",\"hyperLink\":\"/solutions/?nc2\\u003dh_sol_sl_bp#Popular-solutions\"},{\"title\":\"Browse all solutions\",\"body\":\"Find all solutions across Technology, Industry and Cross-Industry\",\"hyperLink\":\"/solutions/?nc2\\u003dh_sol_sl_ba#amsinteractive-card-verticalpattern-data\"}]}],\"resourceCards\":[{\"title\":\"What\\u0027s new\",\"body\":\"Explore new capabilities and the latest technologies\",\"hyperLink\":\"/new/?nc2\\u003dh_rc_new\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg\",\"imageAlt\":\"alt\",\"background\":true},{\"title\":\"Customer success stories\",\"body\":\"Learn how customers around the world accelerate their cloud\",\"hyperLink\":\"/solutions/case-studies/?nc2\\u003dh_rc_cs\",\"imageSrc\":\"https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg\",\"imageAlt\":\"alt\",\"background\":true}]}]}]},{\"name\":\"Pricing\",\"columnsLayout\":\"3-1\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Pricing overview \\u0026 tools\",\"headingVariant\":\"functional\",\"type\":\"ListColumn\",\"sections\":[{\"items\":[{\"title\":\"AWS Pricing\",\"body\":\"Learn about pricing and plans in one place\",\"hyperLink\":\"/pricing/?nc2\\u003dh_pr_hub\"},{\"title\":\"AWS Pricing Calculator\",\"body\":\"Estimate the cost for your architecture solution\",\"hyperLink\":\"https://calculator.aws/?nc2\\u003dh_pr_calc\"},{\"title\":\"AWS Free Tier\",\"body\":\"Get free, hands-on experience with AWS products and services\",\"hyperLink\":\"/free/?nc2\\u003dh_pr_ft\"},{\"title\":\"AWS Offers\",\"body\":\"Explore different offer programs to gain hands-on experience\",\"hyperLink\":\"/free/offers/?nc2\\u003dh_pr_ofr\"},{\"title\":\"AWS Savings Plans\",\"body\":\"Flexible pricing model offering lower prices\",\"hyperLink\":\"/savingsplans/?nc2\\u003dh_pr_sp\"}]}]},{\"heading\":\"Single-product pricing\",\"headingVariant\":\"functional\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Amazon S3\",\"hyperLink\":\"/s3/pricing/?nc2\\u003dh_pr_s3\"},{\"title\":\"Amazon Bedrock\",\"hyperLink\":\"/bedrock/pricing/?nc2\\u003dh_pr_br\"},{\"title\":\"Amazon RDS\",\"hyperLink\":\"/rds/pricing/?nc2\\u003dh_pr_rds\"},{\"title\":\"Amazon EC2\",\"hyperLink\":\"/ec2/pricing/?nc2\\u003dh_pr_ec2\"},{\"title\":\"Amazon SageMaker\",\"hyperLink\":\"/sagemaker/pricing/?nc2\\u003dh_pr_sgm\"}],\"browseAllItem\":{\"title\":\"Browse all product pricing\",\"hyperLink\":\"/pricing/?nc2\\u003dh_pr_pr\"}}]},{\"name\":\"Resources\",\"columnsLayout\":\"1-1\",\"linkURL\":\"\",\"columns\":[{\"heading\":\"Learn\",\"headingVariant\":\"functional\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Documentation\",\"body\":\"Get detailed technical guides and references for all AWS services and tools\",\"hyperLink\":\"https://docs.aws.amazon.com/?nc2\\u003dh_rsc_lrn_docs\"},{\"title\":\"Training \\u0026 Certification\",\"body\":\"Build and validate your AWS cloud skills and technical expertise\",\"hyperLink\":\"/training/?nc2\\u003dh_rsc_lrn_tc\"},{\"title\":\"Cloud term glossary\",\"body\":\"Learn more about key cloud computing concepts\",\"hyperLink\":\"/what-is/?nc2\\u003dh_rsc_lrn_ccc\"},{\"title\":\"Whitepapers\",\"body\":\"Expand your knowledge of the cloud with expert guides and diagrams\",\"hyperLink\":\"/whitepapers/?nc2\\u003dh_rsc_lrn_wp\"},{\"title\":\"Cloud fundamentals\",\"body\":\"Step-by-step instructions for common AWS tasks\",\"hyperLink\":\"/getting-started/cloud-essentials/?nc2\\u003dh_rsc_lrn_gs_e\"},{\"title\":\"Tutorials\",\"body\":\"Get started with step-by-step instructions\",\"hyperLink\":\"/getting-started/hands-on/?nc2\\u003dh_rsc_lrn_gs_h\"}]},{\"heading\":\"Connect \\u0026 Support\",\"headingVariant\":\"functional\",\"type\":\"ListColumn\",\"items\":[{\"title\":\"Builder Center\",\"body\":\"Learn, build, and connect with builders in the AWS community\",\"hyperLink\":\"https://builder.aws.com/?nc2\\u003dh_rsc_cs_bldr\"},{\"title\":\"Events and webinars\",\"body\":\"Connect, collaborate, and learn from AWS experts in the cloud computing community\",\"hyperLink\":\"/events/?nc2\\u003dh_rsc_cs_ev\"},{\"title\":\"Partner Network\",\"body\":\"Collaborate with AWS partners to grow your business\",\"hyperLink\":\"/partners/?nc2\\u003dh_rsc_cs_pa\"},{\"title\":\"Marketplace\",\"body\":\"Find, test, buy, and deploy third-party software\",\"hyperLink\":\"/marketplace/?nc2\\u003dh_rsc_cs_mp\"},{\"title\":\"Support\",\"body\":\"Access proactive guidance, issue resolution, and helpful tools\",\"hyperLink\":\"/premiumsupport/?nc2\\u003dh_rsc_cs_ps\"},{\"title\":\"Professional services\",\"body\":\"Accelerate business transformation with expert guidance and packaged solutions\",\"hyperLink\":\"/professional-services/?nc2\\u003dh_rsc_cs_pros\"}]}]}],\"utilityItems\":[{\"name\":\"Contact us\",\"linkURL\":\"/contact-us/?nc2\\u003dh_ut_cu\"},{\"name\":\"AWS Marketplace\",\"linkURL\":\"/marketplace/?nc2\\u003dh_utmp\"},{\"name\":\"Support\",\"linkURL\":\"\",\"subNav\":[{\"name\":\"Support Center\",\"linkURL\":\"https://console.aws.amazon.com/support/home/?nc2\\u003dh_uts_cu\"},{\"name\":\"Expert Help\",\"linkURL\":\"https://iq.aws.amazon.com/?utm\\u003dmkt.nav\"},{\"name\":\"Documentation\",\"linkURL\":\"https://docs.aws.amazon.com/?nc2\\u003dh_uts_docs\"},{\"name\":\"Knowledge Center\",\"linkURL\":\"https://repost.aws/knowledge-center/?nc2\\u003dh_uts_kc\"},{\"name\":\"AWS Support Overview\",\"linkURL\":\"/premiumsupport/?nc2\\u003dh_uts_ps\"},{\"name\":\"AWS re:Post\",\"linkURL\":\"https://repost.aws/?nc2\\u003dh_uts_rp\"}]},{\"name\":\"My account\",\"linkURL\":\"\",\"subNav\":[{\"name\":\"AWS Management Console\",\"linkURL\":\"https://console.aws.amazon.com/?nc2\\u003dh_uta_mc\"},{\"name\":\"Account Settings\",\"linkURL\":\"https://console.aws.amazon.com/billing/home#/account?nc2\\u003dh_uta_ma\"},{\"name\":\"Billing \\u0026 Cost Management\",\"linkURL\":\"https://console.aws.amazon.com/billing/home?nc2\\u003dh_uta_bc\"},{\"name\":\"Security Credentials\",\"linkURL\":\"https://console.aws.amazon.com/iam/home?nc2\\u003dh_uta_sc\"},{\"name\":\"AWS Personal Health Dashboard\",\"linkURL\":\"https://phd.aws.amazon.com/?nc2\\u003dh_uta_hd\"}]}],\"searchOptions\":{\"searchBarLabel\":\"Search\",\"searchBarPlaceholder\":\"I\\u0027m looking for...\",\"searchBarErrorText\":\"Specific error message\",\"viewAllProductsUrl\":\"/products/?nc2\\u003dh_ut_prod\",\"maxCardResultsDisplayed\":4,\"maxLinkResultsDisplayed\":3,\"initialResults\":{}}}"},"metadata":{"tags":[]}}]},"metadata":{"auth":{},"testAttributes":{}},"context":{"page":{"pageUrl":"https://aws.amazon.com/bedrock/faqs/"},"contentType":"page","environment":{"stage":"prod","region":"us-west-2"},"sdkVersion":"2.0.26"},"refMap":{"manifest.js":"00121e6291","rt-global-nav.js":"740a6f50d9","rt-global-nav.css":"7ec7d9b6d7","rt-global-nav.rtl.css":"94510b8a37","rt-global-nav.css.js":"18b5867bc1","rt-global-nav.rtl.css.js":"6f69587861"},"settings":{"templateMappings":{"globalNav":"globalNav"}}}</script> <div data-eb-tpl-root="" data-reactroot=""> <span data-rigel-portal-reference="true"></span> <div> <div data-rg-lang="en" data-rg-locale="en-US" lang="en-US" dir="ltr"> <div data-rg-theme="purple" data-rg-mode="light" data-rg-style-count="0"> <nav class="rggn_e1053773 rggn_ed057351 rggn_9dbe9b36" id="global-nav-mobile" data-testid="global-nav-mobile"> <div class="rggn_7b75643a"> <button data-rg-n="BodyText" aria-label="Open navigation menu" data-testid="global-nav-mobile-menu-button" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem_Menu&quot;,&quot;toggle&quot;:&quot;open&quot;}" class="rggn_8711ccd9 rggn_98b54368 rggn_c623175b rggn_ce356c49 rggn_007aef8b"><span role="presentation" class="rggn_a1b66739 rggn_bc1a8743" data-rg-n="Icon"> <svg width="16" height="16" viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"> <path d="M15 4H1V2H15V4ZM15 7H1V9H15V7ZM15 12H1V14H15V12Z" data-rg-fill="true"></path> </svg></span></button> <div class="rggn_03858538"> <a data-rg-n="LinkWrapper" data-testid="mobile-nav-item-logo-link" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem_Logo&quot;}" href="/?nc2=h_home" style="text-decoration:none"><span class="rggn_38e9dfc7 rggn_4b9fe4a2 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 109 64"> <path d="M30.63 23.243c0 1.317.144 2.385.398 3.168.289.783.65 1.637 1.156 2.563.18.284.253.569.253.818 0 .356-.217.712-.687 1.068l-2.277 1.495c-.325.214-.65.32-.94.32-.361 0-.723-.178-1.084-.498a11.036 11.036 0 0 1-1.301-1.673 27.44 27.44 0 0 1-1.12-2.1c-2.82 3.275-6.362 4.912-10.627 4.912-3.037 0-5.458-.854-7.23-2.563-1.77-1.708-2.674-3.986-2.674-6.834 0-3.025 1.084-5.481 3.29-7.332 2.204-1.851 5.132-2.777 8.855-2.777 1.229 0 2.494.107 3.831.285 1.337.178 2.71.463 4.157.783V12.28c0-2.705-.579-4.592-1.7-5.695-1.156-1.104-3.108-1.638-5.89-1.638-1.266 0-2.567.143-3.904.463-1.338.32-2.64.712-3.904 1.21-.578.25-1.012.392-1.265.463-.253.071-.434.107-.579.107-.506 0-.759-.356-.759-1.104V4.342c0-.57.073-.996.253-1.246.181-.249.506-.498 1.012-.747 1.266-.64 2.784-1.175 4.555-1.602 1.77-.462 3.65-.676 5.638-.676 4.302 0 7.446.961 9.47 2.883 1.989 1.922 3 4.84 3 8.756v11.533h.073Zm-14.675 5.41c1.193 0 2.422-.213 3.723-.64 1.301-.428 2.458-1.21 3.434-2.279.578-.676 1.012-1.423 1.229-2.278.216-.854.361-1.886.361-3.096v-1.495a30.626 30.626 0 0 0-3.325-.605 27.649 27.649 0 0 0-3.398-.214c-2.422 0-4.193.463-5.386 1.424-1.192.96-1.77 2.313-1.77 4.093 0 1.673.433 2.919 1.337 3.773.867.89 2.132 1.317 3.795 1.317Zm29.024 3.844c-.65 0-1.084-.106-1.373-.356-.29-.213-.542-.711-.759-1.388L34.353 3.24c-.217-.712-.325-1.175-.325-1.424 0-.57.289-.89.867-.89h3.542c.687 0 1.157.107 1.41.356.29.214.506.712.723 1.388l6.072 23.564 5.639-23.564c.18-.712.398-1.174.687-1.388.289-.213.795-.356 1.445-.356h2.892c.687 0 1.157.107 1.446.356.289.214.542.712.687 1.388l5.71 23.849 6.254-23.849c.217-.712.47-1.174.723-1.388.289-.213.759-.356 1.41-.356h3.36c.58 0 .904.285.904.89 0 .178-.036.356-.072.57a4.998 4.998 0 0 1-.253.89l-8.71 27.514c-.218.712-.47 1.174-.76 1.388-.29.214-.759.356-1.374.356h-3.108c-.687 0-1.157-.107-1.446-.356-.289-.25-.542-.712-.687-1.424L55.787 7.795l-5.566 22.923c-.181.712-.398 1.174-.687 1.423-.29.25-.795.356-1.446.356H44.98Zm46.447.961c-1.88 0-3.759-.213-5.566-.64-1.807-.427-3.217-.89-4.157-1.424-.578-.32-.976-.676-1.12-.997a2.48 2.48 0 0 1-.217-.996v-1.816c0-.747.289-1.103.831-1.103.217 0 .434.035.65.107.218.07.543.213.904.356 1.23.534 2.567.96 3.976 1.245 1.446.285 2.856.427 4.302.427 2.277 0 4.048-.391 5.277-1.174 1.229-.783 1.88-1.922 1.88-3.382 0-.996-.326-1.815-.977-2.491-.65-.676-1.88-1.282-3.65-1.851l-5.241-1.602c-2.639-.818-4.59-2.029-5.784-3.63-1.192-1.566-1.807-3.31-1.807-5.162 0-1.495.325-2.811.976-3.95a9.196 9.196 0 0 1 2.603-2.92c1.084-.818 2.313-1.423 3.759-1.85C89.51.178 91.029 0 92.619 0c.795 0 1.627.035 2.422.142.831.107 1.59.25 2.35.392.722.178 1.409.356 2.06.57.65.213 1.156.426 1.518.64.506.285.867.57 1.084.89.217.284.325.676.325 1.174v1.673c0 .748-.289 1.14-.831 1.14-.289 0-.759-.143-1.374-.428-2.06-.925-4.373-1.388-6.94-1.388-2.06 0-3.686.32-4.807.997-1.12.676-1.699 1.708-1.699 3.168 0 .996.362 1.85 1.085 2.527.723.676 2.06 1.352 3.976 1.957l5.132 1.602c2.603.819 4.482 1.958 5.603 3.417 1.12 1.46 1.662 3.133 1.662 4.983 0 1.53-.325 2.92-.939 4.13-.651 1.21-1.518 2.277-2.639 3.132-1.12.89-2.458 1.53-4.012 1.993-1.627.498-3.325.747-5.169.747Z" data-rg-fill="true"></path> <path d="M98.254 50.76C86.363 59.408 69.085 64 54.23 64 33.41 64 14.65 56.42.481 43.82c-1.12-.997-.108-2.35 1.23-1.567 15.325 8.756 34.229 14.06 53.784 14.06 13.193 0 27.687-2.705 41.024-8.258 1.988-.89 3.687 1.282 1.735 2.705Z" data-rg-fill="true"></path> <path d="M103.199 45.204c-1.519-1.922-10.049-.925-13.916-.463-1.157.143-1.338-.854-.29-1.601 6.796-4.699 17.965-3.346 19.266-1.78 1.301 1.602-.362 12.6-6.723 17.868-.976.819-1.916.392-1.482-.676 1.446-3.524 4.663-11.461 3.145-13.348Z" data-rg-fill="true"></path> <path d="M30.63 23.243c0 1.317.144 2.385.398 3.168.289.783.65 1.637 1.156 2.563.18.284.253.569.253.818 0 .356-.217.712-.687 1.068l-2.277 1.495c-.325.214-.65.32-.94.32-.361 0-.723-.178-1.084-.498a11.03 11.03 0 0 1-1.301-1.673 27.403 27.403 0 0 1-1.12-2.1c-2.82 3.275-6.362 4.912-10.627 4.912-3.037 0-5.458-.854-7.23-2.563-1.77-1.708-2.674-3.986-2.674-6.834 0-3.025 1.084-5.481 3.29-7.332 2.204-1.851 5.132-2.777 8.855-2.777 1.229 0 2.494.107 3.831.285 1.337.178 2.71.463 4.157.783V12.28c0-2.705-.579-4.592-1.7-5.695-1.156-1.104-3.108-1.638-5.89-1.638-1.266 0-2.567.143-3.904.463-1.338.32-2.64.712-3.904 1.21-.578.25-1.012.392-1.265.463-.253.071-.434.107-.579.107-.506 0-.759-.356-.759-1.104V4.342c0-.57.073-.996.253-1.246.181-.249.506-.498 1.012-.747 1.266-.64 2.784-1.175 4.555-1.602 1.77-.462 3.65-.676 5.638-.676 4.302 0 7.446.961 9.47 2.883 1.989 1.922 3 4.84 3 8.756v11.533h.073Zm-14.675 5.41c1.193 0 2.422-.213 3.723-.64 1.301-.428 2.458-1.21 3.434-2.279.578-.676 1.012-1.423 1.229-2.278.216-.854.361-1.886.361-3.096v-1.495a30.602 30.602 0 0 0-3.325-.605 27.649 27.649 0 0 0-3.398-.214c-2.422 0-4.193.463-5.386 1.424-1.192.96-1.77 2.313-1.77 4.093 0 1.673.433 2.919 1.337 3.773.867.89 2.132 1.317 3.795 1.317Zm29.024 3.844c-.65 0-1.084-.106-1.373-.356-.29-.213-.542-.711-.759-1.388L34.353 3.24c-.217-.712-.325-1.175-.325-1.424 0-.57.289-.89.867-.89h3.542c.687 0 1.157.107 1.41.356.29.214.506.712.723 1.388l6.072 23.564 5.639-23.564c.18-.712.398-1.174.687-1.388.289-.213.795-.356 1.445-.356h2.892c.687 0 1.157.107 1.446.356.29.214.542.712.687 1.388l5.71 23.848L71.403 2.67c.217-.712.47-1.174.723-1.388.289-.213.759-.356 1.41-.356h3.36c.58 0 .904.285.904.89 0 .178-.036.356-.072.57a5.008 5.008 0 0 1-.253.89l-8.71 27.514c-.218.712-.47 1.174-.76 1.388-.29.214-.759.356-1.373.356h-3.109c-.687 0-1.157-.107-1.446-.356-.289-.25-.542-.712-.687-1.424L55.787 7.795l-5.566 22.923c-.181.712-.398 1.174-.687 1.423-.29.25-.795.356-1.446.356H44.98Zm46.447.961c-1.88 0-3.759-.213-5.566-.64-1.807-.427-3.217-.89-4.157-1.424-.578-.32-.976-.676-1.12-.997a2.48 2.48 0 0 1-.217-.996v-1.816c0-.747.289-1.103.831-1.103.217 0 .434.035.65.107.218.07.543.213.904.356 1.23.534 2.567.96 3.976 1.245 1.446.285 2.856.427 4.302.427 2.277 0 4.048-.391 5.277-1.174 1.229-.783 1.88-1.922 1.88-3.382 0-.996-.326-1.815-.977-2.491-.65-.676-1.88-1.282-3.65-1.851l-5.241-1.602c-2.639-.818-4.59-2.029-5.784-3.63-1.192-1.566-1.807-3.31-1.807-5.162 0-1.495.325-2.811.976-3.95a9.198 9.198 0 0 1 2.603-2.92c1.084-.818 2.313-1.423 3.759-1.85C89.51.178 91.029 0 92.619 0c.795 0 1.627.035 2.422.142.831.107 1.59.25 2.35.392.722.178 1.409.356 2.06.57.65.213 1.156.426 1.518.64.506.285.867.57 1.084.89.217.284.325.676.325 1.174v1.673c0 .748-.289 1.14-.831 1.14-.289 0-.759-.143-1.374-.428-2.06-.925-4.373-1.388-6.94-1.388-2.06 0-3.686.32-4.807.997-1.12.676-1.699 1.708-1.699 3.168 0 .996.362 1.85 1.085 2.527.723.676 2.06 1.352 3.976 1.957l5.132 1.602c2.603.819 4.482 1.958 5.603 3.417 1.12 1.46 1.663 3.133 1.663 4.983 0 1.53-.326 2.92-.94 4.13-.651 1.21-1.518 2.277-2.639 3.132-1.12.89-2.458 1.53-4.012 1.993-1.626.498-3.325.747-5.169.747Z" data-rg-fill="true"></path> <path d="M98.254 50.76C86.363 59.408 69.085 64 54.23 64 33.41 64 14.65 56.42.482 43.82c-1.12-.997-.108-2.35 1.23-1.567 15.325 8.757 34.229 14.06 53.784 14.06 13.193 0 27.687-2.705 41.024-8.258 1.988-.89 3.687 1.282 1.735 2.705Z" data-rg-fill="true"></path> <path d="M103.199 45.204c-1.519-1.922-10.049-.925-13.916-.463-1.157.143-1.338-.854-.29-1.601 6.796-4.699 17.965-3.346 19.266-1.78 1.301 1.602-.362 12.6-6.723 17.868-.976.819-1.916.392-1.482-.676 1.446-3.524 4.663-11.461 3.145-13.348Z" data-rg-fill="true"></path> </svg></span></a> </div> <ul class="rggn_be2a22f9"> <li> <div> <button class="rggn_03da0baa" data-rg-label="search toggle" id="search-toggle" data-testid="nav-search-toggle" aria-expanded="false"> <p data-rg-n="BodyText" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem_Search&quot;,&quot;toggle&quot;:&quot;close&quot;}" class="rggn_8711ccd9 rggn_98b54368 rggn_c623175b rggn_ce356c49 rggn_007aef8b"><span class="rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M15.855 14.435L12.745 11.325C13.625 10.155 14.145 8.71502 14.145 7.14502C14.145 3.28502 11.005 0.14502 7.14502 0.14502C3.28502 0.14502 0.14502 3.28502 0.14502 7.14502C0.14502 11.005 3.28502 14.145 7.14502 14.145C8.71502 14.145 10.165 13.615 11.325 12.745L14.435 15.855L15.845 14.445L15.855 14.435ZM2.14502 7.14502C2.14502 4.38502 4.38502 2.14502 7.14502 2.14502C9.90502 2.14502 12.145 4.38502 12.145 7.14502C12.145 9.90502 9.90502 12.145 7.14502 12.145C4.38502 12.145 2.14502 9.90502 2.14502 7.14502Z" data-rg-fill="true"></path> </svg></span></p></button> <div class="rggn_45ff45f3" data-rg-transition-status="close" style="top:0px" data-testid="search"> <div role="presentation" class="rggn_8557fdd0"> <div id="" class="rggn_70747978 rggn_ddb4146d" data-rg-n="JumpLinkContainer"> <div data-rg-n="GridStack" class="rggn_a7b74351 rggn_92ef7532" style="--rg-gridstack-gap:var(--rg-margin-2)"> <button role="button" data-rg-n="IconButton" aria-label="Close" class="rggn_9e423fbb rggn_1ed8cbde rggn_5962fadc rggn_e90ac70d rggn_3ef5a62a rggn_38d8ffac rggn_f7822e54 rggn_090951dc rggn_b675880e rggn_837570f1 rggn_a9ffa635 rggn_b0761591"><span class="rggn_127a95e3 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M9.41492 8.005L15.7049 14.295L14.2949 15.705L8.00492 9.415L1.70492 15.705L0.294922 14.295L6.58492 8.005L0.294922 1.705L1.70492 0.294998L7.99492 6.585L14.2949 0.294998L15.7049 1.705L9.41492 7.995V8.005Z" data-rg-fill="true"></path> </svg></span></button> <div class="rggn_12ed26d7 rggn_0f1b9ff4 rggn_85859631 rggn_f56407eb" data-rg-n="Grid" data-testid="search-bar" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" class="rggn_7ca45506 rggn_710fa332 rggn_41cd749d"> <div role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SearchBar_OpenButton&quot;}"> <span class="rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 10 16"> <path d="M7.94118 15.705L0.941182 8.70501C0.551182 8.31501 0.551182 7.68501 0.941182 7.29501L7.94118 0.295013L9.35118 1.70501L3.06118 8.00501L9.35118 14.295L7.94118 15.705Z" data-rg-fill="true"></path> </svg></span> </div> </div> <div data-rg-n="Col" class="rggn_7ca45506 rggn_b3628528 rggn_da2ef39d rggn_90b792b3 rggn_7b802c53 rggn_900fec60 rggn_47b99bc1"> <div class="rggn_0f883e6a"> <div class="rggn_94438ba7"> <form data-rg-n="Form"> <div> <label for="" aria-label="Search" class="rggn_9e423fbb rggn_1ed8cbde rggn_5962fadc rggn_e90ac70d rggn_1e736681 rggn_9e59f17d"><span role="presentation" class="rggn_fdbea277 rggn_a1b66739 rggn_bc1a8743" data-rg-n="Icon"> <svg width="16" height="16" viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"> <path d="M15.71 14.29L11.74 10.32C12.53 9.23999 13 7.91999 13 6.48999C13 2.90999 10.08 -0.0100098 6.5 -0.0100098C2.92 -0.0100098 0 2.91999 0 6.49999C0 10.08 2.92 13 6.5 13C7.93 13 9.25 12.53 10.33 11.74L14.3 15.71L15.71 14.3V14.29ZM2 6.49999C2 4.01999 4.02 1.99999 6.5 1.99999C8.98 1.99999 11 4.01999 11 6.49999C11 8.97999 8.98 11 6.5 11C4.02 11 2 8.97999 2 6.49999Z" data-rg-fill="true"></path> </svg></span> <div class="rggn_a82bf6ed" data-rg-n="AutoCompleteInput"> <input type="text" data-rg-n="Input" placeholder="I'm looking for..." autocomplete="off" role="combobox" aria-autocomplete="list" aria-expanded="true" aria-controls="globalnav-search-results" aria-activedescendant="" aria-describedby="globalnav-search-suggestions" id="" value="" data-rigel-analytics="{&quot;name&quot;:&quot;Input&quot;,&quot;properties&quot;:{&quot;variant&quot;:&quot;input&quot;}}" class="rggn_8711ccd9 rggn_98b54368 rggn_8c841604 rggn_275611e5"> <span class="rggn_2d290050" aria-live="polite" aria-atomic="true" data-rg-n="VisuallyHidden"></span> </div></label> </div> </form> </div> <div class="rggn_532f95bb"> <div data-rg-theme="purple" data-rg-mode="light" data-rg-style-count="0"> <div class="rggn_9d11d2aa rggn_b6d88a82" data-rg-n="Filter"> <div data-rg-theme="purple" data-rg-mode="light" data-rg-style-count="0"> <div class="rggn_75f03c95" data-rg-n="SimpleChips"> <span> <div class="rggn_f91457ee"> <button role="button" tabindex="0" data-rg-n="Button" aria-expanded="false" aria-haspopup="dialog" class="rggn_9e423fbb rggn_1ed8cbde rggn_5962fadc rggn_e90ac70d rggn_38d8ffac rggn_f7822e54 rggn_18409398 rggn_b78e9379 rggn_90c47075"><span class="rggn_d3d7facc"><span role="presentation" class="rggn_a1b66739 rggn_bc1a8743" data-rg-n="Icon"> <svg width="16" height="16" viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"> <path d="M15 4H1V2H15V4ZM13 7H3V9H13V7ZM11 12H5V14H11V12Z" data-rg-fill="true"></path> </svg></span></span><span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_5e58a6df rggn_82d7eac3 rggn_f5857abf rggn_aa83ac72">Filter: All</span></button> </div></span> <span></span> </div> </div> </div> </div> </div> </div> </div> </div> <div class="rggn_12ed26d7 rggn_d2638cf4 rggn_85859631 rggn_f56407eb" data-rg-n="Grid" data-testid="search-results" id="globalnav-search-results" role="listbox" style="--rg-grid-gap:var(--rg-margin-3)"> <div class="rggn_eacfad35"></div> <div class="rggn_40bcb38f rggn_eacfad35"></div> </div> </div> </div> </div> </div> </div></li> <li data-rg-private="true" data-rigel-analytics="{&quot;name&quot;:&quot;Navatar&quot;}"> <div class="awsm-ik-navatar awsm-ik-navatar-light"> <button class="awsm-ik-navatar-icon" aria-label="AWS Profile"><span class="awsm-ik-loader-container" data-testid="navatar-icon-loader"><span class="loader-circle loader-circle-left"></span><span class="loader-circle loader-circle-right"></span></span></button> </div></li> </ul> </div> <div class="" data-testid="mobile-subnav-expanded"></div> </nav> <nav aria-label="Global navigation" class="rggn_e1053773 rggn_059f0463" id="global-nav-desktop" data-testid="global-nav-desktop"> <div class="rggn_34338690"> <div class="rggn_a8a2854c" aria-label="Secondary global navigation" data-testid="utility-bar"> <div class="rggn_1e7ff8f4"> <div class="rggn_f99f709a rggn_cfc97a30 rggn_53dc9aec rggn_23885d27 rggn_c82f547b rggn_4ba04ca0" data-rg-n="ScrollContainer"> <ul data-rg-list-dir="h" class="rggn_3da1576c rggn_1035c2c9 rggn_2e12d6ba"> <li class="rggn_ba4cf4bd" aria-hidden="true"> <div data-rg-scroll-sentinel="start" class="rggn_83f5293f rggn_35b3a639"></div></li> <li data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;false&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_9d375661 rggn_8ed090e4"><button class="rggn_12eba964" data-testid="utility-bar-language-button" data-rigel-analytics="{&quot;name&quot;:&quot;LanguageSelector&quot;,&quot;toggle&quot;:&quot;open&quot;}" tabindex="0" data-rg-n="Popover" aria-expanded="false" aria-haspopup="dialog"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_2788faca rggn_007aef8b"><span class="rggn_4a77510b rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M8 0C3.59 0 0 3.59 0 8C0 12.41 3.59 16 8 16C12.41 16 16 12.41 16 8C16 3.59 12.41 0 8 0ZM13.19 5H11.73C11.59 4.25 11.39 3.54 11.14 2.9C11.98 3.42 12.69 4.14 13.19 5ZM14 8C14 8.34 13.96 8.67 13.91 9H11.97C11.99 8.67 12 8.33 12 8C12 7.67 11.99 7.33 11.97 7H13.91C13.97 7.33 14 7.66 14 8ZM8 14C7.51 14 6.75 12.9 6.33 11H9.68C9.25 12.9 8.49 14 8.01 14H8ZM6.04 9C6.02 8.68 6 8.35 6 8C6 7.65 6.02 7.32 6.04 7H9.95C9.97 7.32 9.99 7.65 9.99 8C9.99 8.35 9.97 8.68 9.95 9H6.04ZM2 8C2 7.66 2.04 7.33 2.09 7H4.03C4.01 7.33 4 7.67 4 8C4 8.33 4.01 8.67 4.03 9H2.09C2.03 8.67 2 8.34 2 8ZM8 2C8.49 2 9.25 3.1 9.67 5H6.32C6.75 3.1 7.51 2 7.99 2H8ZM4.86 2.9C4.61 3.54 4.41 4.25 4.27 5H2.81C3.31 4.14 4.01 3.42 4.86 2.9ZM2.81 11H4.27C4.41 11.75 4.61 12.46 4.86 13.1C4.02 12.58 3.31 11.86 2.81 11ZM11.14 13.1C11.39 12.46 11.59 11.75 11.73 11H13.19C12.69 11.86 11.99 12.58 11.14 13.1Z" data-rg-fill="true"></path> </svg></span>English<span class="rggn_4a77510b rggn_b16be37f rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M8.00004 11C7.74004 11 7.49004 10.9 7.29004 10.71L3.79004 7.21005L5.20004 5.80005L7.99004 8.59005L10.78 5.80005L12.19 7.21005L8.69004 10.71C8.49004 10.91 8.24004 11 7.98004 11H8.00004Z" data-rg-fill="true"></path> </svg></span></span></button></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_9d375661 rggn_8ed090e4"><a data-rg-n="Link" href="/contact-us/?nc2=h_ut_cu" data-rigel-analytics="{&quot;name&quot;:&quot;UtilityItem&quot;,&quot;properties&quot;:{&quot;size&quot;:2}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_bdf33f16 rggn_f34f99d0 rggn_007aef8b rggn_2a7f98ee"><span class="rggn_2788faca">Contact us</span></a></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_9d375661 rggn_8ed090e4"><a data-rg-n="Link" href="/marketplace?nc2=h_utmp" data-rigel-analytics="{&quot;name&quot;:&quot;UtilityItem&quot;,&quot;properties&quot;:{&quot;size&quot;:2}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_bdf33f16 rggn_f34f99d0 rggn_007aef8b rggn_2a7f98ee"><span class="rggn_2788faca">AWS Marketplace</span></a></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_9d375661 rggn_8ed090e4"><button class="rggn_12eba964" data-rigel-analytics="{&quot;name&quot;:&quot;UtilityItem&quot;,&quot;toggle&quot;:&quot;open&quot;}" tabindex="0" data-rg-n="Popover" aria-expanded="false" aria-haspopup="menu"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_2788faca rggn_007aef8b">Support <!-- --> <span class="rggn_4a77510b rggn_b16be37f rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M8.00004 11C7.74004 11 7.49004 10.9 7.29004 10.71L3.79004 7.21005L5.20004 5.80005L7.99004 8.59005L10.78 5.80005L12.19 7.21005L8.69004 10.71C8.49004 10.91 8.24004 11 7.98004 11H8.00004Z" data-rg-fill="true"></path> </svg></span></span></button></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_9d375661 rggn_8ed090e4"><button class="rggn_12eba964" data-rigel-analytics="{&quot;name&quot;:&quot;UtilityItem&quot;,&quot;toggle&quot;:&quot;open&quot;}" tabindex="0" data-rg-n="Popover" aria-expanded="false" aria-haspopup="menu"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_2788faca rggn_007aef8b">My account <!-- --> <span class="rggn_4a77510b rggn_b16be37f rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M8.00004 11C7.74004 11 7.49004 10.9 7.29004 10.71L3.79004 7.21005L5.20004 5.80005L7.99004 8.59005L10.78 5.80005L12.19 7.21005L8.69004 10.71C8.49004 10.91 8.24004 11 7.98004 11H8.00004Z" data-rg-fill="true"></path> </svg></span></span></button></li> <li class="rggn_ba4cf4bd" style="justify-content:end" aria-hidden="true"> <div data-rg-scroll-sentinel="end" class="rggn_83f5293f rggn_35b3a639"></div></li> </ul> </div> <div class="rggn_377e598a" data-rg-private="true" data-rigel-analytics="{&quot;name&quot;:&quot;Navatar&quot;}"> <div class="awsm-ik-navatar awsm-ik-navatar-light"> <button class="awsm-ik-navatar-icon" aria-label="AWS Profile"><span class="awsm-ik-loader-container" data-testid="navatar-icon-loader"><span class="loader-circle loader-circle-left"></span><span class="loader-circle loader-circle-right"></span></span></button> </div> </div> </div> </div> </div> <div class="rggn_24d84766"> <div class="rggn_12ed26d7 rggn_7b75643a rggn_85859631 rggn_f56407eb" data-rg-n="Grid" data-testid="nav-bar" aria-label="Primary global navigation" style="--rg-grid-gap:var(--rg-margin-3)"> <ul class="rggn_be2a22f9"> <li class="rggn_03858538"><a data-rg-n="LinkWrapper" data-testid="nav-item-logo-link" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem_Logo&quot;}" href="/?nc2=h_home" style="text-decoration:none"><span class="rggn_38e9dfc7 rggn_4b9fe4a2 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 109 64"> <path d="M30.63 23.243c0 1.317.144 2.385.398 3.168.289.783.65 1.637 1.156 2.563.18.284.253.569.253.818 0 .356-.217.712-.687 1.068l-2.277 1.495c-.325.214-.65.32-.94.32-.361 0-.723-.178-1.084-.498a11.036 11.036 0 0 1-1.301-1.673 27.44 27.44 0 0 1-1.12-2.1c-2.82 3.275-6.362 4.912-10.627 4.912-3.037 0-5.458-.854-7.23-2.563-1.77-1.708-2.674-3.986-2.674-6.834 0-3.025 1.084-5.481 3.29-7.332 2.204-1.851 5.132-2.777 8.855-2.777 1.229 0 2.494.107 3.831.285 1.337.178 2.71.463 4.157.783V12.28c0-2.705-.579-4.592-1.7-5.695-1.156-1.104-3.108-1.638-5.89-1.638-1.266 0-2.567.143-3.904.463-1.338.32-2.64.712-3.904 1.21-.578.25-1.012.392-1.265.463-.253.071-.434.107-.579.107-.506 0-.759-.356-.759-1.104V4.342c0-.57.073-.996.253-1.246.181-.249.506-.498 1.012-.747 1.266-.64 2.784-1.175 4.555-1.602 1.77-.462 3.65-.676 5.638-.676 4.302 0 7.446.961 9.47 2.883 1.989 1.922 3 4.84 3 8.756v11.533h.073Zm-14.675 5.41c1.193 0 2.422-.213 3.723-.64 1.301-.428 2.458-1.21 3.434-2.279.578-.676 1.012-1.423 1.229-2.278.216-.854.361-1.886.361-3.096v-1.495a30.626 30.626 0 0 0-3.325-.605 27.649 27.649 0 0 0-3.398-.214c-2.422 0-4.193.463-5.386 1.424-1.192.96-1.77 2.313-1.77 4.093 0 1.673.433 2.919 1.337 3.773.867.89 2.132 1.317 3.795 1.317Zm29.024 3.844c-.65 0-1.084-.106-1.373-.356-.29-.213-.542-.711-.759-1.388L34.353 3.24c-.217-.712-.325-1.175-.325-1.424 0-.57.289-.89.867-.89h3.542c.687 0 1.157.107 1.41.356.29.214.506.712.723 1.388l6.072 23.564 5.639-23.564c.18-.712.398-1.174.687-1.388.289-.213.795-.356 1.445-.356h2.892c.687 0 1.157.107 1.446.356.289.214.542.712.687 1.388l5.71 23.849 6.254-23.849c.217-.712.47-1.174.723-1.388.289-.213.759-.356 1.41-.356h3.36c.58 0 .904.285.904.89 0 .178-.036.356-.072.57a4.998 4.998 0 0 1-.253.89l-8.71 27.514c-.218.712-.47 1.174-.76 1.388-.29.214-.759.356-1.374.356h-3.108c-.687 0-1.157-.107-1.446-.356-.289-.25-.542-.712-.687-1.424L55.787 7.795l-5.566 22.923c-.181.712-.398 1.174-.687 1.423-.29.25-.795.356-1.446.356H44.98Zm46.447.961c-1.88 0-3.759-.213-5.566-.64-1.807-.427-3.217-.89-4.157-1.424-.578-.32-.976-.676-1.12-.997a2.48 2.48 0 0 1-.217-.996v-1.816c0-.747.289-1.103.831-1.103.217 0 .434.035.65.107.218.07.543.213.904.356 1.23.534 2.567.96 3.976 1.245 1.446.285 2.856.427 4.302.427 2.277 0 4.048-.391 5.277-1.174 1.229-.783 1.88-1.922 1.88-3.382 0-.996-.326-1.815-.977-2.491-.65-.676-1.88-1.282-3.65-1.851l-5.241-1.602c-2.639-.818-4.59-2.029-5.784-3.63-1.192-1.566-1.807-3.31-1.807-5.162 0-1.495.325-2.811.976-3.95a9.196 9.196 0 0 1 2.603-2.92c1.084-.818 2.313-1.423 3.759-1.85C89.51.178 91.029 0 92.619 0c.795 0 1.627.035 2.422.142.831.107 1.59.25 2.35.392.722.178 1.409.356 2.06.57.65.213 1.156.426 1.518.64.506.285.867.57 1.084.89.217.284.325.676.325 1.174v1.673c0 .748-.289 1.14-.831 1.14-.289 0-.759-.143-1.374-.428-2.06-.925-4.373-1.388-6.94-1.388-2.06 0-3.686.32-4.807.997-1.12.676-1.699 1.708-1.699 3.168 0 .996.362 1.85 1.085 2.527.723.676 2.06 1.352 3.976 1.957l5.132 1.602c2.603.819 4.482 1.958 5.603 3.417 1.12 1.46 1.662 3.133 1.662 4.983 0 1.53-.325 2.92-.939 4.13-.651 1.21-1.518 2.277-2.639 3.132-1.12.89-2.458 1.53-4.012 1.993-1.627.498-3.325.747-5.169.747Z" data-rg-fill="true"></path> <path d="M98.254 50.76C86.363 59.408 69.085 64 54.23 64 33.41 64 14.65 56.42.481 43.82c-1.12-.997-.108-2.35 1.23-1.567 15.325 8.756 34.229 14.06 53.784 14.06 13.193 0 27.687-2.705 41.024-8.258 1.988-.89 3.687 1.282 1.735 2.705Z" data-rg-fill="true"></path> <path d="M103.199 45.204c-1.519-1.922-10.049-.925-13.916-.463-1.157.143-1.338-.854-.29-1.601 6.796-4.699 17.965-3.346 19.266-1.78 1.301 1.602-.362 12.6-6.723 17.868-.976.819-1.916.392-1.482-.676 1.446-3.524 4.663-11.461 3.145-13.348Z" data-rg-fill="true"></path> <path d="M30.63 23.243c0 1.317.144 2.385.398 3.168.289.783.65 1.637 1.156 2.563.18.284.253.569.253.818 0 .356-.217.712-.687 1.068l-2.277 1.495c-.325.214-.65.32-.94.32-.361 0-.723-.178-1.084-.498a11.03 11.03 0 0 1-1.301-1.673 27.403 27.403 0 0 1-1.12-2.1c-2.82 3.275-6.362 4.912-10.627 4.912-3.037 0-5.458-.854-7.23-2.563-1.77-1.708-2.674-3.986-2.674-6.834 0-3.025 1.084-5.481 3.29-7.332 2.204-1.851 5.132-2.777 8.855-2.777 1.229 0 2.494.107 3.831.285 1.337.178 2.71.463 4.157.783V12.28c0-2.705-.579-4.592-1.7-5.695-1.156-1.104-3.108-1.638-5.89-1.638-1.266 0-2.567.143-3.904.463-1.338.32-2.64.712-3.904 1.21-.578.25-1.012.392-1.265.463-.253.071-.434.107-.579.107-.506 0-.759-.356-.759-1.104V4.342c0-.57.073-.996.253-1.246.181-.249.506-.498 1.012-.747 1.266-.64 2.784-1.175 4.555-1.602 1.77-.462 3.65-.676 5.638-.676 4.302 0 7.446.961 9.47 2.883 1.989 1.922 3 4.84 3 8.756v11.533h.073Zm-14.675 5.41c1.193 0 2.422-.213 3.723-.64 1.301-.428 2.458-1.21 3.434-2.279.578-.676 1.012-1.423 1.229-2.278.216-.854.361-1.886.361-3.096v-1.495a30.602 30.602 0 0 0-3.325-.605 27.649 27.649 0 0 0-3.398-.214c-2.422 0-4.193.463-5.386 1.424-1.192.96-1.77 2.313-1.77 4.093 0 1.673.433 2.919 1.337 3.773.867.89 2.132 1.317 3.795 1.317Zm29.024 3.844c-.65 0-1.084-.106-1.373-.356-.29-.213-.542-.711-.759-1.388L34.353 3.24c-.217-.712-.325-1.175-.325-1.424 0-.57.289-.89.867-.89h3.542c.687 0 1.157.107 1.41.356.29.214.506.712.723 1.388l6.072 23.564 5.639-23.564c.18-.712.398-1.174.687-1.388.289-.213.795-.356 1.445-.356h2.892c.687 0 1.157.107 1.446.356.29.214.542.712.687 1.388l5.71 23.848L71.403 2.67c.217-.712.47-1.174.723-1.388.289-.213.759-.356 1.41-.356h3.36c.58 0 .904.285.904.89 0 .178-.036.356-.072.57a5.008 5.008 0 0 1-.253.89l-8.71 27.514c-.218.712-.47 1.174-.76 1.388-.29.214-.759.356-1.373.356h-3.109c-.687 0-1.157-.107-1.446-.356-.289-.25-.542-.712-.687-1.424L55.787 7.795l-5.566 22.923c-.181.712-.398 1.174-.687 1.423-.29.25-.795.356-1.446.356H44.98Zm46.447.961c-1.88 0-3.759-.213-5.566-.64-1.807-.427-3.217-.89-4.157-1.424-.578-.32-.976-.676-1.12-.997a2.48 2.48 0 0 1-.217-.996v-1.816c0-.747.289-1.103.831-1.103.217 0 .434.035.65.107.218.07.543.213.904.356 1.23.534 2.567.96 3.976 1.245 1.446.285 2.856.427 4.302.427 2.277 0 4.048-.391 5.277-1.174 1.229-.783 1.88-1.922 1.88-3.382 0-.996-.326-1.815-.977-2.491-.65-.676-1.88-1.282-3.65-1.851l-5.241-1.602c-2.639-.818-4.59-2.029-5.784-3.63-1.192-1.566-1.807-3.31-1.807-5.162 0-1.495.325-2.811.976-3.95a9.198 9.198 0 0 1 2.603-2.92c1.084-.818 2.313-1.423 3.759-1.85C89.51.178 91.029 0 92.619 0c.795 0 1.627.035 2.422.142.831.107 1.59.25 2.35.392.722.178 1.409.356 2.06.57.65.213 1.156.426 1.518.64.506.285.867.57 1.084.89.217.284.325.676.325 1.174v1.673c0 .748-.289 1.14-.831 1.14-.289 0-.759-.143-1.374-.428-2.06-.925-4.373-1.388-6.94-1.388-2.06 0-3.686.32-4.807.997-1.12.676-1.699 1.708-1.699 3.168 0 .996.362 1.85 1.085 2.527.723.676 2.06 1.352 3.976 1.957l5.132 1.602c2.603.819 4.482 1.958 5.603 3.417 1.12 1.46 1.663 3.133 1.663 4.983 0 1.53-.326 2.92-.94 4.13-.651 1.21-1.518 2.277-2.639 3.132-1.12.89-2.458 1.53-4.012 1.993-1.626.498-3.325.747-5.169.747Z" data-rg-fill="true"></path> <path d="M98.254 50.76C86.363 59.408 69.085 64 54.23 64 33.41 64 14.65 56.42.482 43.82c-1.12-.997-.108-2.35 1.23-1.567 15.325 8.757 34.229 14.06 53.784 14.06 13.193 0 27.687-2.705 41.024-8.258 1.988-.89 3.687 1.282 1.735 2.705Z" data-rg-fill="true"></path> <path d="M103.199 45.204c-1.519-1.922-10.049-.925-13.916-.463-1.157.143-1.338-.854-.29-1.601 6.796-4.699 17.965-3.346 19.266-1.78 1.301 1.602-.362 12.6-6.723 17.868-.976.819-1.916.392-1.482-.676 1.446-3.524 4.663-11.461 3.145-13.348Z" data-rg-fill="true"></path> </svg></span></a></li> <li class="rggn_3450f22c"><a data-rg-n="BodyText" href="/events/reinvent/?nc2=h_l1_f" aria-expanded="false" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem&quot;,&quot;position&quot;:1,&quot;toggle&quot;:null}" class="rggn_8711ccd9 rggn_98b54368 rggn_70005696 rggn_007aef8b rggn_2a7f98ee"> <div class="rggn_c623175b rggn_627cfa55"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">re:Invent</span> </div></a></li> <li class=""><button data-rg-n="BodyText" aria-expanded="false" aria-controls="globalnav-panel-discover_aws" id="globalnav-navitem-discover_aws" role="button" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem&quot;,&quot;position&quot;:2,&quot;toggle&quot;:&quot;open&quot;}" class="rggn_8711ccd9 rggn_98b54368 rggn_70005696 rggn_007aef8b"> <div class="rggn_c623175b"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Discover AWS</span> </div></button></li> <li class=""><button data-rg-n="BodyText" aria-expanded="false" aria-controls="globalnav-panel-products" id="globalnav-navitem-products" role="button" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem&quot;,&quot;position&quot;:3,&quot;toggle&quot;:&quot;open&quot;}" class="rggn_8711ccd9 rggn_98b54368 rggn_70005696 rggn_007aef8b"> <div class="rggn_c623175b"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Products</span> </div></button></li> <li class=""><button data-rg-n="BodyText" aria-expanded="false" aria-controls="globalnav-panel-solutions" id="globalnav-navitem-solutions" role="button" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem&quot;,&quot;position&quot;:4,&quot;toggle&quot;:&quot;open&quot;}" class="rggn_8711ccd9 rggn_98b54368 rggn_70005696 rggn_007aef8b"> <div class="rggn_c623175b"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Solutions</span> </div></button></li> <li class=""><button data-rg-n="BodyText" aria-expanded="false" aria-controls="globalnav-panel-pricing" id="globalnav-navitem-pricing" role="button" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem&quot;,&quot;position&quot;:5,&quot;toggle&quot;:&quot;open&quot;}" class="rggn_8711ccd9 rggn_98b54368 rggn_70005696 rggn_007aef8b"> <div class="rggn_c623175b"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Pricing</span> </div></button></li> <li class=""><button data-rg-n="BodyText" aria-expanded="false" aria-controls="globalnav-panel-resources" id="globalnav-navitem-resources" role="button" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem&quot;,&quot;position&quot;:6,&quot;toggle&quot;:&quot;open&quot;}" class="rggn_8711ccd9 rggn_98b54368 rggn_70005696 rggn_007aef8b"> <div class="rggn_c623175b"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Resources</span> </div></button></li> </ul> <ul class="rggn_be2a22f9 rggn_0ec3f087"> <li> <div> <button class="rggn_03da0baa" data-rg-label="search toggle" id="search-toggle" data-testid="nav-search-toggle" aria-expanded="false"> <p data-rg-n="BodyText" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem_Search&quot;,&quot;toggle&quot;:&quot;open&quot;}" class="rggn_8711ccd9 rggn_98b54368 rggn_c623175b rggn_ce356c49 rggn_007aef8b"><span class="rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M15.855 14.435L12.745 11.325C13.625 10.155 14.145 8.71502 14.145 7.14502C14.145 3.28502 11.005 0.14502 7.14502 0.14502C3.28502 0.14502 0.14502 3.28502 0.14502 7.14502C0.14502 11.005 3.28502 14.145 7.14502 14.145C8.71502 14.145 10.165 13.615 11.325 12.745L14.435 15.855L15.845 14.445L15.855 14.435ZM2.14502 7.14502C2.14502 4.38502 4.38502 2.14502 7.14502 2.14502C9.90502 2.14502 12.145 4.38502 12.145 7.14502C12.145 9.90502 9.90502 12.145 7.14502 12.145C4.38502 12.145 2.14502 9.90502 2.14502 7.14502Z" data-rg-fill="true"></path> </svg></span>Search</p></button> <div class="rggn_45ff45f3" data-rg-transition-status="close" style="top:0px" data-testid="search"> <div role="presentation" class="rggn_8557fdd0"> <div id="" class="rggn_70747978 rggn_ddb4146d" data-rg-n="JumpLinkContainer"> <div data-rg-n="GridStack" class="rggn_a7b74351 rggn_92ef7532" style="--rg-gridstack-gap:var(--rg-margin-2)"> <button role="button" data-rg-n="IconButton" aria-label="Close" class="rggn_9e423fbb rggn_1ed8cbde rggn_5962fadc rggn_e90ac70d rggn_3ef5a62a rggn_38d8ffac rggn_f7822e54 rggn_090951dc rggn_b675880e rggn_837570f1 rggn_a9ffa635 rggn_b0761591"><span class="rggn_127a95e3 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M9.41492 8.005L15.7049 14.295L14.2949 15.705L8.00492 9.415L1.70492 15.705L0.294922 14.295L6.58492 8.005L0.294922 1.705L1.70492 0.294998L7.99492 6.585L14.2949 0.294998L15.7049 1.705L9.41492 7.995V8.005Z" data-rg-fill="true"></path> </svg></span></button> <div class="rggn_12ed26d7 rggn_0f1b9ff4 rggn_85859631 rggn_f56407eb" data-rg-n="Grid" data-testid="search-bar" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" class="rggn_7ca45506 rggn_710fa332 rggn_41cd749d"> <div role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SearchBar_OpenButton&quot;}"> <span class="rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 10 16"> <path d="M7.94118 15.705L0.941182 8.70501C0.551182 8.31501 0.551182 7.68501 0.941182 7.29501L7.94118 0.295013L9.35118 1.70501L3.06118 8.00501L9.35118 14.295L7.94118 15.705Z" data-rg-fill="true"></path> </svg></span> </div> </div> <div data-rg-n="Col" class="rggn_7ca45506 rggn_b3628528 rggn_da2ef39d rggn_90b792b3 rggn_7b802c53 rggn_900fec60 rggn_47b99bc1"> <div class="rggn_0f883e6a"> <div class="rggn_94438ba7"> <form data-rg-n="Form"> <div> <label for="" aria-label="Search" class="rggn_9e423fbb rggn_1ed8cbde rggn_5962fadc rggn_e90ac70d rggn_1e736681 rggn_9e59f17d"><span role="presentation" class="rggn_fdbea277 rggn_a1b66739 rggn_bc1a8743" data-rg-n="Icon"> <svg width="16" height="16" viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"> <path d="M15.71 14.29L11.74 10.32C12.53 9.23999 13 7.91999 13 6.48999C13 2.90999 10.08 -0.0100098 6.5 -0.0100098C2.92 -0.0100098 0 2.91999 0 6.49999C0 10.08 2.92 13 6.5 13C7.93 13 9.25 12.53 10.33 11.74L14.3 15.71L15.71 14.3V14.29ZM2 6.49999C2 4.01999 4.02 1.99999 6.5 1.99999C8.98 1.99999 11 4.01999 11 6.49999C11 8.97999 8.98 11 6.5 11C4.02 11 2 8.97999 2 6.49999Z" data-rg-fill="true"></path> </svg></span> <div class="rggn_a82bf6ed" data-rg-n="AutoCompleteInput"> <input type="text" data-rg-n="Input" placeholder="I'm looking for..." autocomplete="off" role="combobox" aria-autocomplete="list" aria-expanded="true" aria-controls="globalnav-search-results" aria-activedescendant="" aria-describedby="globalnav-search-suggestions" id="" value="" data-rigel-analytics="{&quot;name&quot;:&quot;Input&quot;,&quot;properties&quot;:{&quot;variant&quot;:&quot;input&quot;}}" class="rggn_8711ccd9 rggn_98b54368 rggn_8c841604 rggn_275611e5"> <span class="rggn_2d290050" aria-live="polite" aria-atomic="true" data-rg-n="VisuallyHidden"></span> </div></label> </div> </form> </div> <div class="rggn_532f95bb"> <div data-rg-theme="purple" data-rg-mode="light" data-rg-style-count="0"> <div class="rggn_9d11d2aa rggn_b6d88a82" data-rg-n="Filter"> <div data-rg-theme="purple" data-rg-mode="light" data-rg-style-count="0"> <div class="rggn_75f03c95" data-rg-n="SimpleChips"> <span> <div class="rggn_f91457ee"> <button role="button" tabindex="0" data-rg-n="Button" aria-expanded="false" aria-haspopup="dialog" class="rggn_9e423fbb rggn_1ed8cbde rggn_5962fadc rggn_e90ac70d rggn_38d8ffac rggn_f7822e54 rggn_18409398 rggn_b78e9379 rggn_90c47075"><span class="rggn_d3d7facc"><span role="presentation" class="rggn_a1b66739 rggn_bc1a8743" data-rg-n="Icon"> <svg width="16" height="16" viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"> <path d="M15 4H1V2H15V4ZM13 7H3V9H13V7ZM11 12H5V14H11V12Z" data-rg-fill="true"></path> </svg></span></span><span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_5e58a6df rggn_82d7eac3 rggn_f5857abf rggn_aa83ac72">Filter: All</span></button> </div></span> <span></span> </div> </div> </div> </div> </div> </div> </div> </div> <div class="rggn_12ed26d7 rggn_d2638cf4 rggn_85859631 rggn_f56407eb" data-rg-n="Grid" data-testid="search-results" id="globalnav-search-results" role="listbox" style="--rg-grid-gap:var(--rg-margin-3)"> <div class="rggn_eacfad35"></div> <div class="rggn_40bcb38f rggn_eacfad35"></div> </div> </div> </div> </div> </div> </div></li> <li><a data-rg-n="BodyText" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem_SignIn&quot;}" href="https://console.aws.amazon.com/console/home/?nc2=h_si&amp;src=header-signin" class="rggn_8711ccd9 rggn_98b54368 rggn_70005696 rggn_007aef8b" style="text-decoration:none"> <div class="rggn_c623175b"> Sign in to console </div></a></li> <li><a data-rg-n="Button" role="button" data-testid="create-account-button" data-rigel-analytics="{&quot;name&quot;:&quot;NavItem_CreateAccount&quot;,&quot;properties&quot;:{&quot;variant&quot;:&quot;primary&quot;}}" href="https://signin.aws.amazon.com/signup?request_type=register" class="rggn_9e423fbb rggn_1ed8cbde rggn_5962fadc rggn_e90ac70d rggn_38d8ffac rggn_f7822e54 rggn_303c672b rggn_b78e9379 rggn_1361e3f3" style="text-decoration:none"><span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_5e58a6df rggn_82d7eac3 rggn_f5857abf rggn_aa83ac72">Create account</span></a></li> </ul> </div> </div> <div class="rggn_84ad7149" id="globalnav-panel-discover_aws" aria-hidden="true"> <div class="rggn_2394d901"> <div class="rggn_12ed26d7 rggn_286b787f undefined rggn_85859631" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div class="rggn_e27b4a1f rggn_8da5a920"> <div class="rggn_b2397ac2"> <div class="rggn_6cb8000e rggn_7cf294fe"> <div class="rggn_c2dfd8f2 rggn_1814e389"> <div class="rggn_7f0ce794"> <span data-rg-n="TitleText" data-testid="list-column-heading" class="rggn_8711ccd9 rggn_7047aa37 rggn_b033b5e8">Explore topics</span> </div> </div> <div class="rggn_8eb094d9"> <div class="rggn_59655db5"> <div class="rggn_189a11f4" data-rg-n="GlobalNavDiscoverCard"> <a data-rg-n="LinkWrapper" href="/events/reinvent/?nc2=h_dsc_ex_s1" class="rggn_45e97490" style="text-decoration:none" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;}"> <div class="rggn_28bf6b61"> <span data-rg-n="Badge" class="rggn_8711ccd9 rggn_beb26dc7 rggn_a33e7134 rggn_453dc601 rggn_d27b4751">re:Invent 2026</span> <div class="rggn_633bfeca"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_34be6856 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">The session catalog is live. Explore what's waiting for you</span> <div class="rggn_8b49b95e"> <span class="rggn_90bccd78 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div><img class="rggn_8e9ae6ea rggn_ffd7d9ee" src="https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/homepage/global-nav/reinvent-register.3822079bac49f139ae46016a9a99c3eed71fad4a.png" alt="An abstract image" loading="lazy" data-rg-n="Image"> </div></a> </div> <div class="rggn_189a11f4" data-rg-n="GlobalNavDiscoverCard"> <a data-rg-n="LinkWrapper" href="/data/customer-stories/?nc2=h_dsc_ex_s2" class="rggn_45e97490" style="text-decoration:none" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;}"> <div class="rggn_28bf6b61"> <span data-rg-n="Badge" class="rggn_8711ccd9 rggn_beb26dc7 rggn_a33e7134 rggn_453dc601 rggn_d27b4751">Customer Stories</span> <div class="rggn_633bfeca"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_34be6856 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">See how customers innovate with AWS data &amp; AI</span> <div class="rggn_8b49b95e"> <span class="rggn_90bccd78 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div><img class="rggn_8e9ae6ea rggn_ffd7d9ee" src="https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/homepage/global-nav/data-heroes.d572b9b4f358fea331a0245120af6390b16ad87d.jpg" alt="An abstract image" loading="lazy" data-rg-n="Image"> </div></a> </div> <div class="rggn_189a11f4" data-rg-n="GlobalNavDiscoverCard"> <a data-rg-n="LinkWrapper" href="/isv/?nc2=h_dsc_ex_s3" class="rggn_45e97490" style="text-decoration:none" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;}"> <div class="rggn_28bf6b61"> <span data-rg-n="Badge" class="rggn_8711ccd9 rggn_beb26dc7 rggn_a33e7134 rggn_453dc601 rggn_d27b4751">Independent Software Vendors</span> <div class="rggn_633bfeca"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_34be6856 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">AI for software &amp; tech: build, scale, and monetize</span> <div class="rggn_8b49b95e"> <span class="rggn_90bccd78 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div><img class="rggn_8e9ae6ea rggn_ffd7d9ee" src="https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/homepage/global-nav/isv.bce7bdc05328153704c0c2a90d7dd38658e4d349.jpg" alt="An abstract image" loading="lazy" data-rg-n="Image"> </div></a> </div> </div> <div class="rggn_5b084252"> <div class="rggn_81a9f90b rggn_bb998aa8"> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/smart-business/solutions/artificial-intelligence-small-medium-business/?nc2=h_dsc_ex_s4" aria-label="Solutions designed for your business. Delivered by AWS Partners" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <span data-rg-n="FunctionalText" class="rggn_8711ccd9 rggn_b7ada98b rggn_beb26dc7 rggn_2379c784 rggn_453dc601 rggn_d27b4751">AI for Small Businesses</span> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Solutions designed for your business. Delivered by AWS Partners</span> </div> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/products/developer-tools/agent-toolkit-for-aws/?nc2=h_dsc_ex_s5" aria-label="Give AI coding agents up-to-date docs and AWS resource access" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <span data-rg-n="FunctionalText" class="rggn_8711ccd9 rggn_b7ada98b rggn_beb26dc7 rggn_2379c784 rggn_453dc601 rggn_d27b4751">Agent Toolkit</span> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Give AI coding agents up-to-date docs and AWS resource access</span> </div> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/quick/desktop/?nc2=h_dsc_ex_s6" aria-label="Answers grounded in your actual business data" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <span data-rg-n="FunctionalText" class="rggn_8711ccd9 rggn_b7ada98b rggn_beb26dc7 rggn_2379c784 rggn_453dc601 rggn_d27b4751">Amazon Quick</span> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Answers grounded in your actual business data</span> </div> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> </div> </div> </div> </div> <div> <div class="rggn_872d92a3"> <div> <a data-rg-n="Link" href="/new/?nc2=h_dsc_new" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_3669185e rggn_275611e5 rggn_2a7f98ee">News &amp; announcements</a> </div> <div> <a data-rg-n="Link" href="/blogs/?nc2=h_dsc_blg" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_3669185e rggn_275611e5 rggn_2a7f98ee">AWS blog</a> </div> </div> </div> </div> <div class="rggn_ba7b8a43"> <div class="rggn_e2004681"> <div class="rggn_c2dfd8f2 rggn_19367e42 rggn_a62fbf61"> <div class="rggn_7f0ce794"> <span data-rg-n="TitleText" class="rggn_8711ccd9 rggn_7047aa37 rggn_b033b5e8">About AWS</span> <div class="rggn_bb069634"> <img class="rggn_8e9ae6ea rggn_f1205e83" src="https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_innovation_8_1200.07a6484f8eaa3100138cf8b6dce14f1db024db32.jpg" alt="an abstract illustration" loading="lazy" data-rg-n="Image"> </div> </div> <div class="rggn_08274cbd"> <p data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_8ac0335c rggn_275611e5">AWS is the world's most comprehensive cloud, enabling organizations to accelerate innovation, reduce costs, and scale more efficiently</p> </div> </div> </div> <ul class="rggn_d8ceaef7"> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_44163cb6 rggn_8ed090e4"><a data-rg-n="Link" href="/what-is-aws/?nc2=h_dsc_aa_wtaws" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_e3d9a3aa rggn_3669185e rggn_275611e5 rggn_2a7f98ee">Why AWS</a></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_44163cb6 rggn_8ed090e4"><a data-rg-n="Link" href="/getting-started/?nc2=h_dsc_aa_gs" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_e3d9a3aa rggn_3669185e rggn_275611e5 rggn_2a7f98ee">Getting Started</a></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_44163cb6 rggn_8ed090e4"><a data-rg-n="Link" href="/security/?nc2=h_dsc_aa_sec" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_e3d9a3aa rggn_3669185e rggn_275611e5 rggn_2a7f98ee">Security</a></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_44163cb6 rggn_8ed090e4"><a data-rg-n="Link" href="/compliance/?nc2=h_dsc_aa_cmp" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_e3d9a3aa rggn_3669185e rggn_275611e5 rggn_2a7f98ee">Compliance</a></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_44163cb6 rggn_8ed090e4"><a data-rg-n="Link" href="/trust-center/?nc2=h_dsc_aa_trc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_e3d9a3aa rggn_3669185e rggn_275611e5 rggn_2a7f98ee">Trust Center</a></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_44163cb6 rggn_8ed090e4"><a data-rg-n="Link" href="/sustainability/?nc2=h_dsc_aa_sus" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_e3d9a3aa rggn_3669185e rggn_275611e5 rggn_2a7f98ee">Sustainability</a></li> <li data-rg-theme="purple" data-rg-mode="light" class="rggn_44163cb6 rggn_8ed090e4"><a data-rg-n="Link" href="/about-aws/global-infrastructure/?nc2=h_dsc_aa_gi" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_e3d9a3aa rggn_3669185e rggn_275611e5 rggn_2a7f98ee">Global Infrastructure</a></li> </ul> </div> </div> </div> </div> </div> <div class="rggn_84ad7149" id="globalnav-panel-products" aria-hidden="true"> <div class="rggn_2394d901"> <div class="rggn_12ed26d7 rggn_286b787f rggn_2e0bcfe5 rggn_85859631" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div class="rggn_f99f709a rggn_c0de2cd2 rggn_8de0fa52 rggn_4ba04ca0" data-rg-n="ScrollContainer"> <div class="rggn_3da1576c"> <div class="rggn_ba4cf4bd" aria-hidden="true"> <div data-rg-scroll-sentinel="start" class="rggn_83f5293f rggn_3dc68c56"></div> </div> <div class="rggn_68fdaae1"> <div class="rggn_f99f709a rggn_c0de2cd2 rggn_5a6d0e69 rggn_23885d27 rggn_f4965145" data-rg-n="ScrollContainer"> <ul role="tablist" data-rg-list-dir="v" class="rggn_3da1576c rggn_1035c2c9 rggn_0ec26419"> <li aria-selected="true" aria-disabled="false" tabindex="-1" data-rg-theme="purple" data-rg-mode="dark" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:true}}" class="rggn_31740f72 rggn_883a59ac rggn_8ed090e4 rggn_5299a281 rggn_4059e5bf" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Featured Products</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Analytics</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Application Integration</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Artificial Intelligence</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Business Applications</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Compute</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Customer Experience</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Databases</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Developer Tools</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">End User Computing</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Game Tech</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Management Tools</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Media Services</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Migration &amp; Modernization</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Multicloud &amp; Hybrid</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Networking &amp; Content Delivery</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Operations</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Security &amp; Identity</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Storage</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Supply Chain</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> </ul> </div> <div> <a data-rg-n="Button" role="button" data-rigel-analytics="{&quot;name&quot;:&quot;Button&quot;,&quot;properties&quot;:{&quot;variant&quot;:&quot;secondary&quot;}}" href="/products/?nc2=h_prod" class="rggn_9e423fbb rggn_1ed8cbde rggn_5962fadc rggn_e90ac70d rggn_38d8ffac rggn_f7822e54 rggn_18409398 rggn_b78e9379" style="text-decoration:none"><span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_5e58a6df rggn_82d7eac3 rggn_f5857abf rggn_aa83ac72">Browse all products</span></a> </div> </div> <div class="rggn_ba4cf4bd" style="justify-content:end" aria-hidden="true"> <div data-rg-scroll-sentinel="end" class="rggn_83f5293f rggn_3dc68c56"></div> </div> </div> </div> <div class="rggn_e27b4a1f undefined"> <div class="rggn_b2397ac2"> <div class="rggn_6cb8000e"> <div class="rggn_c2dfd8f2"> <div class="rggn_7f0ce794"> <span data-rg-n="TitleText" data-testid="list-column-heading" class="rggn_8711ccd9 rggn_7047aa37 rggn_b033b5e8">Featured Products</span> </div> <div class="rggn_08274cbd"> <p data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_8ac0335c rggn_275611e5">Get started with one of these featured services or browse all</p><a data-rg-n="Link" href="/products/?nc2=h_prod_fs_prod" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_3669185e rggn_275611e5 rggn_2a7f98ee">Browse all products</a> </div> </div> <div class="rggn_8eb094d9"> <div class="rggn_5b084252"> <div class="rggn_81a9f90b rggn_bb998aa8"> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/quick/?nc2=h_prod_fs_q" aria-label="Amazon Quick" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Amazon Quick</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">AI-powered assistant for work with research, business insights, automation, and no-code app building</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/transform/?nc2=h_prod_fs_trns" aria-label="Transform" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Transform</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Eliminate tech debt with agentic AI to modernize legacy systems and code</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/rds/aurora/?nc2=h_prod_fs_aa" aria-label="Aurora" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Aurora</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Serverless relational database service for PostgreSQL, MySQL, and DSQL</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/bedrock/?nc2=h_prod_fs_br" aria-label="Amazon Bedrock" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Amazon Bedrock</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">The end-to-end platform for building generative AI applications and agents</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/products/connect/customer/?nc2=h_prod_fs_cnct" aria-label="Amazon Connect Customer" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Amazon Connect Customer</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">AI-native solution for delivering exceptional experiences across customer interactions</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/ec2/?nc2=h_prod_fs_ec2" aria-label="EC2" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">EC2</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Secure and resizable compute capacity for virtually any workload</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/nova/?nc2=h_prod_fs_nov" aria-label="Nova" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Nova</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Foundation models delivering frontier intelligence and top price performance</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/opensearch-service/?nc2=h_prod_fs_os" aria-label="OpenSearch Service" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">OpenSearch Service</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Real-time search, observability, and security analytics</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/s3/?nc2=h_prod_fs_s3" aria-label="S3" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">S3</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Virtually unlimited secure object storage for AI, analytics, and archives</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> </div> </div> </div> </div> <div> <div class="rggn_96cf6f22"> <div class="rggn_71a95600 rggn_034e2feb rggn_ddffc55b" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/new/?nc2=h_rc_new" aria-label="What’s new" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_b10b5632 rggn_40649e6d"> <div class="rggn_a8cf60b3" data-rg-n="BackgroundImage"> <div class="rggn_081602cd"> <div class="rggn_f4235efc"></div> </div> <div class="rggn_2fcaa65b"> <img src="https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg" alt="alt" class="rggn_c0aab36e"> </div> </div> </div> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">What’s new</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Explore new capabilities and the latest technologies</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb rggn_ddffc55b" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/solutions/case-studies/?nc2=h_rc_cs" aria-label="Customer success stories" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_b10b5632 rggn_40649e6d"> <div class="rggn_a8cf60b3" data-rg-n="BackgroundImage"> <div class="rggn_081602cd"> <div class="rggn_f4235efc"></div> </div> <div class="rggn_2fcaa65b"> <img src="https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg" alt="alt" class="rggn_c0aab36e"> </div> </div> </div> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Customer success stories</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Learn how customers around the world accelerate their cloud</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> </div> </div> </div> </div> </div> </div> </div> <div class="rggn_84ad7149" id="globalnav-panel-solutions" aria-hidden="true"> <div class="rggn_2394d901"> <div class="rggn_12ed26d7 rggn_286b787f rggn_2e0bcfe5 rggn_85859631" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div class="rggn_f99f709a rggn_c0de2cd2 rggn_8de0fa52 rggn_4ba04ca0" data-rg-n="ScrollContainer"> <div class="rggn_3da1576c"> <div class="rggn_ba4cf4bd" aria-hidden="true"> <div data-rg-scroll-sentinel="start" class="rggn_83f5293f rggn_3dc68c56"></div> </div> <div class="rggn_68fdaae1"> <div class="rggn_f99f709a rggn_c0de2cd2 rggn_5a6d0e69 rggn_23885d27 rggn_f4965145" data-rg-n="ScrollContainer"> <ul role="tablist" data-rg-list-dir="v" class="rggn_3da1576c rggn_1035c2c9 rggn_0ec26419"> <li aria-selected="true" aria-disabled="false" tabindex="-1" data-rg-theme="purple" data-rg-mode="dark" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:true}}" class="rggn_31740f72 rggn_883a59ac rggn_8ed090e4 rggn_5299a281 rggn_4059e5bf" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">By industry</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">By organization type</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" data-rg-theme="purple" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggn_31740f72 rggn_8ed090e4 rggn_5299a281" role="tab"><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_007aef8b">Solutions Library</span> <div class="rggn_bb9a2578"> <span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_605e1087 rggn_275611e5"><span class="rggn_57c13537 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M5.29004 13.29L10.58 8.00006L5.29004 2.71008L6.70004 1.30005L12.7 7.30005C13.09 7.69005 13.09 8.32008 12.7 8.71008L6.70004 14.7101L5.29004 13.3V13.29Z" data-rg-fill="true"></path> </svg></span></span> </div></li> </ul> </div> </div> <div class="rggn_ba4cf4bd" style="justify-content:end" aria-hidden="true"> <div data-rg-scroll-sentinel="end" class="rggn_83f5293f rggn_3dc68c56"></div> </div> </div> </div> <div class="rggn_e27b4a1f undefined"> <div class="rggn_b2397ac2"> <div class="rggn_6cb8000e"> <div class="rggn_c2dfd8f2"> <div class="rggn_7f0ce794"> <span data-rg-n="TitleText" data-testid="list-column-heading" class="rggn_8711ccd9 rggn_7047aa37 rggn_b033b5e8">Industry solutions on AWS</span> </div> <div class="rggn_08274cbd"> <p data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_8ac0335c rggn_275611e5">Transform your industry with AWS cloud solutions. Access proven architectures, compliance guides, and success stories of customers using AWS products tailored to your sector. Explore AWS solutions for your industry.</p><a data-rg-n="Link" href="/industries/?nc2=h_sol_ind_hub" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_3669185e rggn_275611e5 rggn_2a7f98ee">Go to industry hub</a> </div> </div> <div class="rggn_8eb094d9"> <div class="rggn_5b084252"> <div class="rggn_81a9f90b rggn_bb998aa8"> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/advertising-marketing/?nc2=h_sol_ind_dm" aria-label="Advertising and Marketing" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Advertising and Marketing</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Turn data into customer-winning campaigns</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/aerospace-and-satellite/?nc2=h_sol_ind_sat" aria-label="Aerospace and Satellite" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Aerospace and Satellite</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Cloud solutions to help customers build satellites, conduct space and launch operations, and reimagine space exploration</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/automotive/?nc2=h_sol_ind_aut" aria-label="Automotive" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Automotive</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Build smarter vehicles and transform mobility with cloud solutions</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/education/?nc2=h_sol_ind_edu" aria-label="Education" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Education</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Solutions to help facilitate teaching, learning, student engagement, better learning outcomes and modernize IT operations</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/energy-utilities/?nc2=h_sol_ind_enu" aria-label="Energy and Utilities" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Energy and Utilities</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Revamp legacy operations and accelerate the development of innovative renewable energy business models</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/financial-services/?nc2=h_sol_ind_fin" aria-label="Financial Services" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Financial Services</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Develop innovative and secure solutions across banking, capital markets, insurance, and payments</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/gametech/?nc2=h_sol_ind_gt" aria-label="Games" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Games</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Enable game development for every genre and platform, from AAA titles to indie studios</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/government-education/government/?nc2=h_sol_ind_gov" aria-label="Government" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Government</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Solutions designed to help government agencies modernize, meet mandates, reduce costs, and deliver mission outcomes</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/health/?nc2=h_sol_ind_hcl" aria-label="Healthcare and Life Sciences" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Healthcare and Life Sciences</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Accelerate innovation and improve patient care with healthcare data management and security</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/manufacturing/?nc2=h_sol_ind_man" aria-label="Manufacturing" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Manufacturing</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Optimize production and speed time-to-market</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/media/?nc2=h_sol_ind_med" aria-label="Media and Entertainment" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Media and Entertainment</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Transform media &amp; entertainment with the most purpose-built capabilities and partner solutions of any cloud</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/government-education/nonprofits/?nc2=h_sol_ind_np" aria-label="Nonprofit" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Nonprofit</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Cloud solutions to help nonprofits and NGOs maximize their mission impact and donor relationships</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/retail-consumer-goods/?nc2=h_sol_ind_cpg" aria-label="Retail and Consumer Goods" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Retail and Consumer Goods</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Empower brands to drive market differentiation and growth with cloud solutions</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/manufacturing/semiconductor-hi-tech/?nc2=h_sol_ind_sem" aria-label="Semiconductor" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Semiconductor</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Design and deliver next-generation chip solutions with cloud technology</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/sports/?nc2=h_sol_ind_spt" aria-label="Sports" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Sports</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Fuel innovative fan, broadcast, and athlete experiences</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/sustainability/?nc2=h_sol_ind_sus" aria-label="Sustainability" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Sustainability</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Tools and resources to help organizations achieve their sustainability goals with AWS</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/telecom/?nc2=h_sol_ind_tel" aria-label="Telecommunications" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Telecommunications</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Accelerate innovation, scale with confidence, and add agility with cloud-based telecom solutions</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/travel-and-hospitality/?nc2=h_sol_ind_trv" aria-label="Travel and Hospitality" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Travel and Hospitality</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Elevate travel and hospitality with solutions that boost customer experiences and operational efficiency</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> </div> </div> </div> </div> <div> <div class="rggn_96cf6f22"> <div class="rggn_71a95600 rggn_034e2feb rggn_ddffc55b" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/new/?nc2=h_rc_new" aria-label="What's new" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_b10b5632 rggn_40649e6d"> <div class="rggn_a8cf60b3" data-rg-n="BackgroundImage"> <div class="rggn_081602cd"> <div class="rggn_f4235efc"></div> </div> <div class="rggn_2fcaa65b"> <img src="https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_2_1200.77dd122bde9af49ea0c09cdc009c193866f62ad7.jpg" alt="alt" class="rggn_c0aab36e"> </div> </div> </div> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">What's new</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Explore new capabilities and the latest technologies</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb rggn_ddffc55b" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/solutions/case-studies/?nc2=h_rc_cs" aria-label="Customer success stories" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_b10b5632 rggn_40649e6d"> <div class="rggn_a8cf60b3" data-rg-n="BackgroundImage"> <div class="rggn_081602cd"> <div class="rggn_f4235efc"></div> </div> <div class="rggn_2fcaa65b"> <img src="https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/global-nav/aws-library_illustration_culture_11_1200.29c48d4e742090396f61d0c5d5eec4ea8d714817.jpg" alt="alt" class="rggn_c0aab36e"> </div> </div> </div> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Customer success stories</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Learn how customers around the world accelerate their cloud</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> </div> </div> </div> </div> </div> </div> </div> <div class="rggn_84ad7149" id="globalnav-panel-pricing" aria-hidden="true"> <div class="rggn_2394d901"> <div class="rggn_12ed26d7 rggn_286b787f undefined rggn_85859631" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div class="rggn_e27b4a1f rggn_8da5a920"> <div class="rggn_b2397ac2"> <div class="rggn_6cb8000e undefined rggn_66e275cc"> <div class="rggn_c2dfd8f2"> <div class="rggn_7f0ce794"> <span data-rg-n="FunctionalText" data-testid="list-column-heading" class="rggn_8711ccd9 rggn_beb26dc7 rggn_44c9193e rggn_100c8a76 rggn_d27b4751">Pricing overview &amp; tools</span> </div> </div> <div class="rggn_8eb094d9"> <div class="rggn_830bc1db"> <div class="rggn_5b084252"> <div class="rggn_81a9f90b rggn_bb998aa8"> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/pricing/?nc2=h_pr_hub" aria-label="AWS Pricing" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">AWS Pricing</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Learn about pricing and plans in one place</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="https://calculator.aws/?nc2=h_pr_calc" aria-label="AWS Pricing Calculator" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">AWS Pricing Calculator</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Estimate the cost for your architecture solution</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/free/?nc2=h_pr_ft" aria-label="AWS Free Tier" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">AWS Free Tier</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Get free, hands-on experience with AWS products and services</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/free/offers/?nc2=h_pr_ofr" aria-label="AWS Offers" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">AWS Offers</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Explore different offer programs to gain hands-on experience</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/savingsplans/?nc2=h_pr_sp" aria-label="AWS Savings Plans" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">AWS Savings Plans</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Flexible pricing model offering lower prices</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> </div> </div> </div> </div> </div> </div> <div class="rggn_b2397ac2"> <div class="rggn_6cb8000e rggn_66e275cc"> <div class="rggn_c2dfd8f2"> <div class="rggn_7f0ce794"> <span data-rg-n="FunctionalText" data-testid="list-column-heading" class="rggn_8711ccd9 rggn_beb26dc7 rggn_44c9193e rggn_100c8a76 rggn_d27b4751">Single-product pricing</span> </div> </div> <div class="rggn_8eb094d9"> <div class="rggn_5b084252"> <div class="rggn_81a9f90b undefined"> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/s3/pricing/?nc2=h_pr_s3" aria-label="Amazon S3" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Amazon S3</span> </div> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/bedrock/pricing/?nc2=h_pr_br" aria-label="Amazon Bedrock" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Amazon Bedrock</span> </div> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/rds/pricing/?nc2=h_pr_rds" aria-label="Amazon RDS" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Amazon RDS</span> </div> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/ec2/pricing/?nc2=h_pr_ec2" aria-label="Amazon EC2" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Amazon EC2</span> </div> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/sagemaker/pricing/?nc2=h_pr_sgm" aria-label="Amazon SageMaker" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Amazon SageMaker</span> </div> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_ebe1eea7" data-rg-n="GlobalNavBrowseAllCard"> <a data-rg-n="Link" href="/pricing/?nc2=h_pr_pr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_13a5a91f rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_ab72f480"> <div class="rggn_7843889b"> <div class="rggn_c96a34ca"> <div class="rggn_cada1504"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_871495b5 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Browse all product pricing</span> <div class="rggn_dd0a5fd2"> <span class="rggn_6640dd5f rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div> </div> </div></a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="rggn_84ad7149" id="globalnav-panel-resources" aria-hidden="true"> <div class="rggn_2394d901"> <div class="rggn_12ed26d7 rggn_286b787f undefined rggn_85859631" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div class="rggn_e27b4a1f rggn_0235a27f"> <div class="rggn_b2397ac2"> <div class="rggn_6cb8000e rggn_66e275cc"> <div class="rggn_c2dfd8f2"> <div class="rggn_7f0ce794"> <span data-rg-n="FunctionalText" data-testid="list-column-heading" class="rggn_8711ccd9 rggn_beb26dc7 rggn_44c9193e rggn_100c8a76 rggn_d27b4751">Learn</span> </div> </div> <div class="rggn_8eb094d9"> <div class="rggn_5b084252"> <div class="rggn_81a9f90b rggn_3c7a5c2c"> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="https://docs.aws.amazon.com/?nc2=h_rsc_lrn_docs" aria-label="Documentation" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Documentation</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Get detailed technical guides and references for all AWS services and tools</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/training/?nc2=h_rsc_lrn_tc" aria-label="Training &amp; Certification" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Training &amp; Certification</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Build and validate your AWS cloud skills and technical expertise</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/what-is/?nc2=h_rsc_lrn_ccc" aria-label="Cloud term glossary" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Cloud term glossary</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Learn more about key cloud computing concepts</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/whitepapers/?nc2=h_rsc_lrn_wp" aria-label="Whitepapers" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Whitepapers</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Expand your knowledge of the cloud with expert guides and diagrams</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/getting-started/cloud-essentials/?nc2=h_rsc_lrn_gs_e" aria-label="Cloud fundamentals" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Cloud fundamentals</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Step-by-step instructions for common AWS tasks</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/getting-started/hands-on/?nc2=h_rsc_lrn_gs_h" aria-label="Tutorials" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Tutorials</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Get started with step-by-step instructions</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> </div> </div> </div> </div> </div> <div class="rggn_b2397ac2"> <div class="rggn_6cb8000e rggn_66e275cc"> <div class="rggn_c2dfd8f2"> <div class="rggn_7f0ce794"> <span data-rg-n="FunctionalText" data-testid="list-column-heading" class="rggn_8711ccd9 rggn_beb26dc7 rggn_44c9193e rggn_100c8a76 rggn_d27b4751">Connect &amp; Support</span> </div> </div> <div class="rggn_8eb094d9"> <div class="rggn_5b084252"> <div class="rggn_81a9f90b rggn_3c7a5c2c"> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="https://builder.aws.com/?nc2=h_rsc_cs_bldr" aria-label="Builder Center" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Builder Center</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Learn, build, and connect with builders in the AWS community</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/events/?nc2=h_rsc_cs_ev" aria-label="Events and webinars" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Events and webinars</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Connect, collaborate, and learn from AWS experts in the cloud computing community</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/partners/?nc2=h_rsc_cs_pa" aria-label="Partner Network" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Partner Network</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Collaborate with AWS partners to grow your business</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/marketplace?nc2=h_rsc_cs_mp" aria-label="Marketplace" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Marketplace</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Find, test, buy, and deploy third-party software</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/premiumsupport/?nc2=h_rsc_cs_ps" aria-label="Support" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Support</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Access proactive guidance, issue resolution, and helpful tools</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> <div class="rggn_71a95600 rggn_034e2feb" data-rg-n="GlobalNavMenuCard"> <a data-rg-n="Link" href="/professional-services/?nc2=h_rsc_cs_pros" aria-label="Professional services" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rggn_8711ccd9 rggn_98b54368 rggn_13008707 rggn_89e77662 rggn_275611e5 rggn_2a7f98ee"> <div class="rggn_0715e1d2"> <div class="rggn_c958e11c"> <div class="rggn_559b4533"> <div class="rggn_a89a88e1"> <span data-rg-n="UtilityText" class="rggn_8711ccd9 rggn_82d7eac3 rggn_02d19d07 rggn_7d0f14b0 rggn_aa83ac72">Professional services</span> </div><span data-rg-n="BodyText" class="rggn_8711ccd9 rggn_98b54368 rggn_73e50425 rggn_02d19d07 rggn_3735c7f6 rggn_007aef8b">Accelerate business transformation with expert guidance and packaged solutions</span> </div> <div class="rggn_4234f6c3"> <span class="rggn_13c0f2f0 rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div></a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </nav> <div class="rggn_65f0a205"> <div data-rg-theme="purple" data-rg-mode="light" data-rg-style-count="0"> <button class="rggn_11480f5d" aria-label="Open feedback" aria-expanded="false" data-testid="feedback-button" tabindex="0" data-rg-n="Popover"><span class="rggn_b6db605f rggn_a1b66739 rggn_3ed66ff4 rggn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 32 32"> <path d="M31.4298 12.4099C31.2498 11.8699 30.7898 11.4699 30.2198 11.3899L21.3198 10.0799L17.3498 2.02994C17.0998 1.51994 16.5798 1.18994 15.9998 1.18994C15.4198 1.18994 14.9098 1.50994 14.6498 2.02994L10.6798 10.0799L1.77975 11.3899C1.21975 11.4699 0.749751 11.8699 0.569751 12.4099C0.389751 12.9499 0.539748 13.5499 0.949748 13.9499L7.37975 20.2199L5.84975 29.0599C5.74975 29.6199 5.97975 30.1899 6.44975 30.5299C6.91975 30.8699 7.51975 30.9099 8.02975 30.6499L15.9897 26.4799L23.9497 30.6499C24.1697 30.7699 24.4098 30.8199 24.6498 30.8199C24.9598 30.8199 25.2698 30.7199 25.5298 30.5299C25.9897 30.1899 26.2197 29.6199 26.1297 29.0599L24.5998 20.2199L31.0298 13.9499C31.4398 13.5499 31.5898 12.9599 31.4098 12.4099H31.4298ZM21.9497 18.6199C21.5997 18.9599 21.4297 19.4599 21.5197 19.9499L22.6598 26.5699L16.6898 23.4399C16.4698 23.3299 16.2297 23.2699 15.9897 23.2699C15.7497 23.2699 15.5098 23.3299 15.2898 23.4399L9.31975 26.5699L10.4598 19.9499C10.5398 19.4599 10.3798 18.9699 10.0297 18.6199L5.19975 13.9199L11.8797 12.9399C12.3697 12.8699 12.7898 12.5599 13.0098 12.1199L15.9798 6.08994L18.9497 12.1199C19.1697 12.5599 19.5898 12.8699 20.0798 12.9399L26.7598 13.9199L21.9298 18.6199H21.9497Z" data-rg-fill="true"></path> </svg></span></button> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="root main-container container responsivegrid"> <main id="main-container-e6bebcbe97" class="cmp-container" tabindex="-1"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div id="container-18171c3395" class="cmp-container"> <div data-custom-params="{}" data-trk-params="{}"> <div data-eb-slot="awsm-c74b6acd-66ae-418e-8ee4-fdef3c0c034e" data-eb-slot-meta="{'version':'1.0','slotId':'awsm-c74b6acd-66ae-418e-8ee4-fdef3c0c034e','slotName':'null','experienceId':'8dcad8de-5810-47a2-a7e0-93486fe90105','allowBlank':false,'hasAltExp':false,'isRTR':false,'dataKey':'null','filters':{'limit':1}}"> <div data-eb-tpl-n="awsm-rt/rt-subnav" data-eb-tpl-v="1.0.0" data-eb-ce="" data-eb-c-scope="c74b6acd-66ae-418e-8ee4-fdef3c0c034e" data-eb-d-scope="INLINE" data-eb-locale="en-US" data-eb-4d2447fd="" data-eb-ssr-ce="" data-eb-tpl-ns="awsmRT" data-eb-hydrated="pending"> <script type="application/json">{"data":{"items":[{"fields":{"itemCTAURL":"/bedrock/","id":"ams#c1","itemCTALabel":"Overview","itemCustomSortOrder":"2"},"metadata":{"tags":[]}},{"fields":{"itemCTAURL":"/bedrock/getting-started/","id":"ams#c2","itemCTALabel":"Getting Started","itemCustomSortOrder":"3"},"metadata":{"tags":[]}},{"fields":{"id":"ams#c3","itemCTALabel":"Capabilities","itemCustomSortOrder":"4","itemLongLoc":"<ul> \n <li><a href=\"/bedrock/model-choice/\">Choosing a model</a></li> \n <li><a href=\"/bedrock/cost-optimization/\">Cost optimization</a></li> \n <li><a href=\"/bedrock/customize/\">Customization</a></li> \n <li><a href=\"/bedrock/agentcore/\">Agent development</a></li> \n <li><a href=\"/bedrock/security-privacy-responsible-ai/\">Safety and guardrails</a></li> \n <li><a href=\"/bedrock/knowledge-bases/\">Grounding</a></li> \n</ul>"},"metadata":{"tags":[]}},{"fields":{"id":"ams#c4","itemCTALabel":"Agents","itemCustomSortOrder":"5","itemLongLoc":"<ul> \n <li><a href=\"/bedrock/agentcore/\">AgentCore</a></li> \n <li><a href=\"/bedrock/managed-agents-openai/\">Bedrock Managed Agents</a></li> \n</ul>"},"metadata":{"tags":[]}},{"fields":{"itemCTAURL":"/bedrock/pricing/","id":"ams#c5","itemCTALabel":"Pricing","itemCustomSortOrder":"6"},"metadata":{"tags":[]}},{"fields":{"itemCTAURL":"/bedrock/resources/","id":"ams#c6","itemCTALabel":"Resources","itemCustomSortOrder":"7"},"metadata":{"tags":[]}},{"fields":{"id":"ams#c7","itemCTALabel":"More","itemCustomSortOrder":"8","itemLongLoc":"<ul> \n <li><a href=\"/bedrock/faqs/\">Amazon Bedrock FAQs</a></li> \n <li><a href=\"/bedrock/customers/\">Customers</a></li> \n</ul>"},"metadata":{"tags":[]}},{"fields":{"patternHeading":"Amazon Bedrock","patternBoolean2":"false","id":"ams#subnavc8#pattern-data","patternBoolean":"true"},"metadata":{"tags":[{"name":"pattern-data","description":"Default pattern data","id":"ams#subnavc8#pattern-data","namespaceId":"subnav"}]}}]},"metadata":{"auth":{},"testAttributes":{}},"context":{"page":{"pageUrl":"https://aws.amazon.com/bedrock/faqs/"},"contentType":"page","environment":{"stage":"prod","region":"us-west-2"},"sdkVersion":"2.0.26"},"refMap":{"manifest.js":"938d6d6d22","rt-subnav.css":"01513048c0","rt-subnav.rtl.css":"133013a5ff","rt-subnav.js":"27cfdf0add","rt-subnav.css.js":"5d6a3be79d","rt-subnav.rtl.css.js":"bc727b46ab"},"settings":{"templateMappings":{"patternDark":"patternBoolean2","patternSticky":"patternBoolean","patternTitle":"patternHeading","topic":"itemCTALabel","url":"itemCTAURL","subTopic":"itemLongLoc"}}}</script> <div data-eb-tpl-root="" data-reactroot=""> <span data-rigel-portal-reference="true"></span> <div> <div data-rg-lang="en" data-rg-locale="en-US" lang="en-US" dir="ltr"> <div data-rg-theme="violet" data-rg-mode="light" data-rg-style-count="0"> <div> <div id="m-subnav" data-testid="subnav-desktop" class="rgsn_359d1dc8"> <div class="rgsn_9e423fbb rgsn_1b2a14d4 rgsn_3d631df0 rgsn_41460f40 rgsn_1587b0f0" style="--rg-box-p:var(--rg-padding-5);--rg-box-bg:var(--rg-color-background-page);--rg-box-r:var(--rg-radius-unit-2x)" data-rg-n="Box"> <div class="rgsn_c6b2261b"> <p data-rg-n="UtilityText" class="rgsn_8711ccd9 rgsn_82d7eac3 rgsn_c71ac0be rgsn_aa83ac72">Amazon Bedrock</p> <div class="rgsn_f99f709a rgsn_cfc97a30 rgsn_76baadf8 rgsn_23885d27 rgsn_c82f547b" data-rg-n="ScrollContainer"> <ul data-rg-list-dir="h" class="rgsn_3da1576c rgsn_1035c2c9"> <li aria-disabled="false" data-rigel-analytics="{&quot;name&quot;:&quot;SubnavDesktop_ListItem&quot;}" data-rg-theme="violet" data-rg-mode="light" class="rgsn_35a33a1b rgsn_8ed090e4 rgsn_5299a281 rgsn_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="/bedrock/" style="text-decoration:none"><span data-rg-n="BodyText" class="rgsn_8711ccd9 rgsn_98b54368 rgsn_007aef8b">Overview</span></a></li> <li aria-disabled="false" data-rigel-analytics="{&quot;name&quot;:&quot;SubnavDesktop_ListItem&quot;}" data-rg-theme="violet" data-rg-mode="light" class="rgsn_35a33a1b rgsn_8ed090e4 rgsn_5299a281 rgsn_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="/bedrock/getting-started/" style="text-decoration:none"><span data-rg-n="BodyText" class="rgsn_8711ccd9 rgsn_98b54368 rgsn_007aef8b">Getting Started</span></a></li> <li aria-disabled="false" tabindex="0" aria-expanded="false" aria-haspopup="true" aria-label="Capabilities submenu" data-rigel-analytics="{&quot;name&quot;:&quot;SubnavDesktop_ListItem&quot;}" data-rg-n="Popover" data-rg-theme="violet" data-rg-mode="light" class="rgsn_35a33a1b rgsn_8ed090e4 rgsn_5299a281" role="button"><span data-rg-n="BodyText" class="rgsn_8711ccd9 rgsn_98b54368 rgsn_f26cd89e rgsn_007aef8b">Capabilities</span> <div class="rgsn_bb9a2578"> <span data-rg-n="BodyText" class="rgsn_8711ccd9 rgsn_98b54368 rgsn_605e1087 rgsn_275611e5"><span class="rgsn_19d4a58a rgsn_a1b66739 rgsn_3ed66ff4 rgsn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M8.00004 11C7.74004 11 7.49004 10.9 7.29004 10.71L3.79004 7.21005L5.20004 5.80005L7.99004 8.59005L10.78 5.80005L12.19 7.21005L8.69004 10.71C8.49004 10.91 8.24004 11 7.98004 11H8.00004Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" tabindex="0" aria-expanded="false" aria-haspopup="true" aria-label="Agents submenu" data-rigel-analytics="{&quot;name&quot;:&quot;SubnavDesktop_ListItem&quot;}" data-rg-n="Popover" data-rg-theme="violet" data-rg-mode="light" class="rgsn_35a33a1b rgsn_8ed090e4 rgsn_5299a281" role="button"><span data-rg-n="BodyText" class="rgsn_8711ccd9 rgsn_98b54368 rgsn_f26cd89e rgsn_007aef8b">Agents</span> <div class="rgsn_bb9a2578"> <span data-rg-n="BodyText" class="rgsn_8711ccd9 rgsn_98b54368 rgsn_605e1087 rgsn_275611e5"><span class="rgsn_19d4a58a rgsn_a1b66739 rgsn_3ed66ff4 rgsn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M8.00004 11C7.74004 11 7.49004 10.9 7.29004 10.71L3.79004 7.21005L5.20004 5.80005L7.99004 8.59005L10.78 5.80005L12.19 7.21005L8.69004 10.71C8.49004 10.91 8.24004 11 7.98004 11H8.00004Z" data-rg-fill="true"></path> </svg></span></span> </div></li> <li aria-disabled="false" data-rigel-analytics="{&quot;name&quot;:&quot;SubnavDesktop_ListItem&quot;}" data-rg-theme="violet" data-rg-mode="light" class="rgsn_35a33a1b rgsn_8ed090e4 rgsn_5299a281 rgsn_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="/bedrock/pricing/" style="text-decoration:none"><span data-rg-n="BodyText" class="rgsn_8711ccd9 rgsn_98b54368 rgsn_007aef8b">Pricing</span></a></li> <li aria-disabled="false" tabindex="0" aria-expanded="false" aria-haspopup="true" aria-label="More menu" data-rigel-analytics="{&quot;name&quot;:&quot;SubnavDesktop_ListItem&quot;}" data-rg-n="Popover" data-rg-theme="violet" data-rg-mode="light" class="rgsn_35a33a1b rgsn_8ed090e4 rgsn_5299a281" role="button"><span data-rg-n="BodyText" class="rgsn_8711ccd9 rgsn_98b54368 rgsn_f26cd89e rgsn_007aef8b">More</span> <div class="rgsn_bb9a2578"> <span data-rg-n="BodyText" class="rgsn_8711ccd9 rgsn_98b54368 rgsn_605e1087 rgsn_275611e5"><span class="rgsn_19d4a58a rgsn_a1b66739 rgsn_3ed66ff4 rgsn_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M8.00004 11C7.74004 11 7.49004 10.9 7.29004 10.71L3.79004 7.21005L5.20004 5.80005L7.99004 8.59005L10.78 5.80005L12.19 7.21005L8.69004 10.71C8.49004 10.91 8.24004 11 7.98004 11H8.00004Z" data-rg-fill="true"></path> </svg></span></span> </div></li> </ul> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div id="container-3680a4f7c7" class="cmp-container"> <div data-custom-params="{}" data-trk-params="{}"> <div data-eb-slot="awsm-99045bfa-7743-49da-8143-11996db01512" data-eb-slot-meta="{'version':'1.0','slotId':'awsm-99045bfa-7743-49da-8143-11996db01512','slotName':'null','experienceId':'456f0c11-0df2-4c27-93a6-4ecbe67d783f','allowBlank':false,'hasAltExp':false,'isRTR':false,'dataKey':'null','filters':{'limit':1}}"> <div data-eb-tpl-n="awsm-rt/rt-live-hero" data-eb-tpl-v="2.0.0" data-eb-ce="" data-eb-c-scope="99045bfa-7743-49da-8143-11996db01512" data-eb-d-scope="INLINE" data-eb-locale="en-US" data-eb-73bbc5ca="" data-eb-ssr-ce="" data-eb-tpl-ns="awsmRT" data-eb-hydrated="pending"> <script type="application/json">{"data":{"items":[{"fields":{"dark":"false","variant":"gradientHero","hasSubnav":"true","theme":"light","heading":"Amazon Bedrock FAQs","breadcrumbs":"<li><a href=\"/ai/generative-ai/\">Generative AI</a></li>\n<li><a href=\"/bedrock/\">Amazon Bedrock</a></li>\n<li><a href=\"/bedrock/faqs/\">FAQs</a></li>"},"metadata":{"tags":[]}}]},"metadata":{"auth":{},"testAttributes":{}},"context":{"page":{"pageUrl":"https://aws.amazon.com/bedrock/faqs/"},"contentType":"page","environment":{"stage":"prod","region":"us-west-2"},"sdkVersion":"2.0.26"},"refMap":{"manifest.js":"e96c470813","rt-live-hero.js":"701f8bf81f","rt-live-hero.rtl.css":"87ea84fcf6","rt-live-hero.css":"b5e0a3add6","rt-live-hero.css.js":"d70b20a476","rt-live-hero.rtl.css.js":"8195366be0"},"settings":{"templateMappings":{"variant":"variant","theme":"theme","breadcrumbs":"breadcrumbs","hasSubnav":"hasSubnav","heading":"heading","subheading":"subheading","primaryButtonCta":"button1CTA","primaryButtonUrl":"button1URL","primaryButtonDropdownItems":"button1DropdownItems","secondaryButtonCta":"button2CTA","secondaryButtonUrl":"button2URL","secondaryButtonDropdownItems":"button2DropdownItems","mediaUrl":"mediaURL","mediaAlt":"mediaAltText","videoThumbnail":"videoThumbnail","mediaDark":"mediaDark","logoURL":"mediaURL2","logoAlt":"mediaAltText2","dark":"dark","dateMetaAttribute":"dateMetaAttribute","timeMetaAttribute":"timeMetaAttribute","timeZoneMetaAttribute":"timeZoneMetaAttribute","locationMetaAttribute":"locationMetaAttribute","nameMetaAttribute":"nameMetaAttribute","priceMetaAttribute":"priceMetaAttribute","sharesMetaAttribute":"sharesMetaAttribute","likesMetaAttribute":"likesMetaAttribute","viewsMetaAttribute":"viewsMetaAttribute","commentsMetaAttribute":"commentsMetaAttribute","durationMetaAttribute":"durationMetaAttribute","lengthMetaAttribute":"lengthMetaAttribute","languageMetaAttribute":"languageMetaAttribute","levelMetaAttribute":"levelMetaAttribute","reviewsMetaAttribute":"reviewsMetaAttribute","reviewsHrefMetaAttribute":"reviewsHrefMetaAttribute","freeTierContent":"ribbonContentLong","freeTierURL":"ribbonURL","eyebrow":"eyebrow","cardTiles":"cardTiles"}}}</script> <div data-eb-tpl-root="" data-reactroot=""> <script type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"item":{"@id":"/ai/generative-ai/","name":"Generative AI"}},{"@type":"ListItem","position":2,"item":{"@id":"/bedrock/","name":"Amazon Bedrock"}},{"@type":"ListItem","position":3,"item":{"@id":"/bedrock/faqs/","name":"FAQs"}}]}</script><span data-eb-item-id=""><span data-rigel-portal-reference="true"></span> <div> <div data-rg-lang="en" data-rg-locale="en-US" lang="en-US" dir="ltr"> <div id="hero" class="rghr_70747978 rghr_ddb4146d" data-rg-n="JumpLinkContainer"> <div data-rg-theme="purple" data-rg-mode="light" data-rg-style-count="0"> <div class="rghr_5badf975 rghr_e2369703 rghr_9cd0daaf" data-rg-n="BackgroundGradient"> <div data-rg-n="GridStack" data-rg-theme="blue" data-rg-mode="light" class="rghr_33ec368c rghr_93fd8737 undefined rghr_bddde1a2 rghr_92ef7532" style="--rg-gridstack-gap:0"> <div class="rghr_12ed26d7 rghr_85859631 rghr_f46ba445 rghr_c8f5c399 rghr_608638c2" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" class="rghr_7ca45506 rghr_f6ca794c"> <nav aria-label="Breadcrumb"> <ul class="rghr_f3f032dd" data-rg-n="Breadcrumbs"> <li class="rghr_6b76a732" data-rg-n="BreadcrumbItem"><a data-rg-n="Link" href="/ai/generative-ai/" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:2}}" class="rghr_8711ccd9 rghr_98b54368 rghr_13008707 rghr_aa7718d2 rghr_007aef8b rghr_2a7f98ee">Generative AI</a><span aria-hidden="true" role="presentation" class="rghr_87af1f08 rghr_a1b66739 rghr_bc1a8743" data-rg-n="Icon"> <svg width="16" height="16" viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"> <path d="M10 7.99996C10 8.25996 9.90005 8.50996 9.71005 8.70996L6.21005 12.21L4.80005 10.8L7.59005 8.00996L4.80005 5.21996L6.21005 3.80996L9.71005 7.30996C9.91005 7.50996 10 7.75996 10 8.01996V7.99996Z" data-rg-fill="true"></path> </svg></span></li> <li class="rghr_6b76a732" data-rg-n="BreadcrumbItem"><a data-rg-n="Link" href="/bedrock/" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:2}}" class="rghr_8711ccd9 rghr_98b54368 rghr_13008707 rghr_aa7718d2 rghr_007aef8b rghr_2a7f98ee">Amazon Bedrock</a><span aria-hidden="true" role="presentation" class="rghr_87af1f08 rghr_a1b66739 rghr_bc1a8743" data-rg-n="Icon"> <svg width="16" height="16" viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"> <path d="M10 7.99996C10 8.25996 9.90005 8.50996 9.71005 8.70996L6.21005 12.21L4.80005 10.8L7.59005 8.00996L4.80005 5.21996L6.21005 3.80996L9.71005 7.30996C9.91005 7.50996 10 7.75996 10 8.01996V7.99996Z" data-rg-fill="true"></path> </svg></span></li> <li class="rghr_6b76a732" data-rg-n="BreadcrumbItem"><span data-rg-n="BodyText" aria-current="page" class="rghr_8711ccd9 rghr_98b54368 rghr_aa7718d2 rghr_007aef8b">FAQs</span></li> </ul> </nav> </div> </div> <div class="rghr_12ed26d7 rghr_ced25d49 rghr_22247c3f rghr_85859631 rghr_f46ba445 rghr_c8f5c399 rghr_608638c2" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" class="rghr_7ca45506 rghr_f6ca794c"> <div class="rghr_12ed26d7 rghr_85859631" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" data-rg-theme="blue" data-rg-mode="light" class="rghr_7ca45506 rghr_2f390d15 rghr_2aef2225 rghr_07fcce24 rghr_1cdd9d8d rghr_a80e4900 rghr_f36c46cb rghr_93fb162c"> <div class="rghr_8ac78bf9"> <div class="rghr_bbe8c6e4"> <h1 data-rg-n="HeadingText" class="rghr_8711ccd9 rghr_b7ada98b rghr_5d220f64 rghr_dd5ce16f rghr_94339b09">Amazon Bedrock FAQs</h1> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div></span> </div> </div> </div> </div> </div> <div id="container-2d50428596" class="cmp-container"> <div data-custom-params="{}" data-trk-params="{}"> <div data-eb-slot="awsm-b75a3e16-69f5-4a7d-b4b3-a3c9f951ff8f" data-eb-slot-meta="{'version':'1.0','slotId':'awsm-b75a3e16-69f5-4a7d-b4b3-a3c9f951ff8f','slotName':'awsm-sname-f3cbbbf7-b4b0-403b-bfc8-00a009f3bade','experienceId':'bd7a361a-9948-11ee-b9d1-0242ac120002','allowBlank':false,'hasAltExp':false,'isRTR':false,'dataKey':'null','filters':{'limit':1}}"> <div data-eb-tpl-n="awsm-rt/rt-groupable-faq" data-eb-tpl-v="2.0.0" data-eb-ce="" data-eb-c-scope="b75a3e16-69f5-4a7d-b4b3-a3c9f951ff8f" data-eb-d-scope="INLINE" data-eb-locale="en-US" data-eb-3de18931="" data-eb-ssr-ce="" data-eb-tpl-ns="awsmRT" data-eb-hydrated="pending"> <script type="application/json">{"data":{"items":[{"fields":{"id":"awt-content-topics#what-is-amazon-bedrock-0","itemHeading":"What is Amazon Bedrock?","itemLongLoc":"Amazon Bedrock is a fully managed service that offers a choice of industry leading foundation models (FMs) along with a broad set of capabilities that you need to build generative AI applications, simplifying development with security, privacy, and responsible AI. With the comprehensive capabilities of Amazon Bedrock, you can experiment with a variety of top FMs, customize them privately with your data using techniques such as fine-tuning and retrieval-augmented generation (RAG), and create managed agents that execute complex business tasks—from booking travel and processing insurance claims to creating ad campaigns and managing inventory—all without writing any code. Since Amazon Bedrock is serverless, you don't have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with."},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#which-fms-are-available-in-amazon-bedrock-1","itemHeading":"Which FMs are available in Amazon Bedrock?","itemLongLoc":"<p>Amazon Bedrock customers can choose from some of the most cutting-edge FMs available today. This includes models from:</p> \n<ul> \n <li><a title=\"AI21 Labs\" href=\"/bedrock/ai21/\">AI21 Labs</a></li> \n <li><a title=\"Amazon\" href=\"/ai/generative-ai/nova/\">Amazon</a></li> \n <li><a title=\"Anthropic\" href=\"/bedrock/anthropic/\">Anthropic</a></li> \n <li><a title=\"Cohere\" href=\"/bedrock/cohere/\">Cohere</a></li> \n <li><a title=\"DeepSeek\" href=\"/bedrock/deepseek/\">DeepSeek</a></li> \n <li><a title=\"Luma AI\" href=\"/bedrock/luma-ai/\">Luma AI</a></li> \n <li><a title=\"Meta\" href=\"/bedrock/meta/\">Meta</a></li> \n <li><a title=\"Mistral AI\" href=\"/bedrock/mistral/\">Mistral AI</a></li> \n <li><a title=\"OpenAI\" href=\"/bedrock/openai/\">OpenAI</a></li> \n <li><a title=\"poolside\" href=\"/bedrock/poolside/\">poolsid</a>e (coming soon)</li> \n <li><a title=\"Stability AI\" href=\"/bedrock/stability-ai/\">Stability AI</a></li> \n <li><a title=\"TwelveLabs\" href=\"/bedrock/twelvelabs/\">TwelveLabs</a></li> \n <li><a title=\"Writer\" href=\"/bedrock/writer/\">Writer</a></li> \n</ul> \n<p>See here for supported foundation models from each provider:<br> <a target=\"_blank\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html\">https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html</a></p>"},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#why-should-i-use-amazon-bedrock-2","itemHeading":"Why should I use Amazon Bedrock?","itemLongLoc":"<p>There are five reasons to use Amazon Bedrock for building generative AI applications.</p> \n<ul class=\"list-disc list-outside leading-3 -mt-2\"> \n <li class=\"leading-normal -mb-2\"><p>Choice of leading FMs: Amazon Bedrock offers an easy-to-use developer experience to work with a broad range of high-performing FMs from leading AI companies. You can quickly experiment with a variety of FMs in the playground, and use a single API for inference regardless of the models you choose, giving you the flexibility to use FMs from different providers and keep up to date with the latest model versions with minimal code changes.</p> </li> \n <li class=\"leading-normal -mb-2\"><p>Easy model customization with your data: Privately customize FMs with your own data through a visual interface without writing any code. Simply select the training and validation data sets stored in Amazon Simple Storage Service (Amazon S3) and, if required, adjust the hyperparameters to achieve the best possible model performance.</p> </li> \n <li class=\"leading-normal -mb-2\"><p>Fully managed agents that can invoke APIs dynamically to execute tasks: Build agents that execute complex business tasks—from booking travel and processing insurance claims to creating ad campaigns, preparing tax filings, and managing your inventory—by dynamically calling your company systems and APIs. Fully managed agents for Amazon Bedrock extend the reasoning capabilities of FMs to break down tasks, create an orchestration plan, and execute it.</p> </li> \n <li class=\"leading-normal -mb-2\"><p>Native support for RAG to extend the power of FMs with proprietary data:&nbsp;With Amazon Bedrock Knowledge Bases, you can securely connect FMs to your data sources for retrieval augmentation—from within the managed service—extending the FM’s already powerful capabilities and making it more knowledgeable about your specific domain and organization.</p> </li> \n <li class=\"leading-normal -mb-2\"><p>Data security and compliance certifications: Amazon Bedrock offers several capabilities to support security and privacy requirements. Amazon Bedrock is in scope for common compliance standards such as Service and Organization Control (SOC), International Organization for Standardization (ISO), is Health Insurance Portability and Accountability Act (HIPAA) eligible, and customers can use Amazon Bedrock in compliance with the General Data Protection Regulation (GDPR). Amazon Bedrock is CSA Security Trust Assurance and Risk (STAR) Level 2 certified, which validates the use of best practices and the security posture of AWS cloud offerings. With Amazon Bedrock, your content is not used to improve the base models and is not shared with any model providers. Your data in Amazon Bedrock is always encrypted in transit and at rest, and you can optionally encrypt the data using your own keys. You can use AWS PrivateLink with Amazon Bedrock to establish private connectivity between your FMs and your Amazon Virtual Private Cloud (Amazon VPC) without exposing your traffic to the Internet.</p> </li> \n</ul>"},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#how-can-i-get-started-with-amazon-bedrock-3","itemHeading":"How can I get started with Amazon Bedrock?","itemLongLoc":"With the serverless experience of Amazon Bedrock, you can quickly get started. Navigate to Amazon Bedrock in the AWS Management Console and try out the FMs in the playground. You can also create an agent and test it in the console. Once you’ve identified your use case, you can easily integrate the FMs into your applications using AWS tools without having to manage any infrastructure.\n<br> Link to \n<a href=\"https://explore.skillbuilder.aws/learn/course/external/view/elearning/17508/amazon-bedrock-getting-started\" target=\"_blank\" tabindex=\"-1\">Amazon Bedrock getting started course</a>\n<br> Link to \n<a href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html\" target=\"_blank\" tabindex=\"-1\">Amazon Bedrock user guide</a>"},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#what-are-the-most-common-use-cases-for-amazon-bedrock-4","itemHeading":"What are the most common use cases for Amazon Bedrock?","itemLongLoc":"<p>You can quickly get started with use cases:</p>\n<ul class=\"list-disc list-outside leading-3 -mt-2\">\n <li class=\"leading-normal -mb-2\"><p>Create new pieces of original content, such as short stories, essays, social media posts, and web page copy.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Search, find, and synthesize information to answer questions from a large corpus of data.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Create realistic and artistic images of various subjects, environments, and scenes from language prompts.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Help customers find what they’re looking for with more relevant and contextual product recommendations than word matching.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Get a summary of textual content such as articles, blog posts, books, and documents to get the gist without having to read the full content.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Suggest products that match shopper preferences and past purchases</p></li>\n</ul>\n<p>Explore more <a target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-muted-foreground underline underline-offset-[3px] hover:text-foreground transition-colors cursor-pointer\" href=\"https://aws.amazon.com/ai/generative-ai/use-cases/\">generative AI use cases</a>.</p>"},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#what-is-amazon-bedrock-playground-5","itemHeading":"What is Amazon Bedrock Playground?","itemLongLoc":"Amazon Bedrock offers a playground that allows you to experiment with various FMs using a conversational chat interface. You can provide a prompt and use a web interface inside the console to supply a prompt and use the pretrained models to generate text or images, or alternatively use a fine-tuned model that has been adapted for your use case."},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#in-which-aws-regions-is-amazon-bedrock-available-6","itemHeading":"In which AWS Regions is Amazon Bedrock available?","itemLongLoc":"For a list of AWS Regions where Amazon Bedrock is available, see&nbsp;\n<a href=\"https://docs.aws.amazon.com/general/latest/gr/bedrock.html\" tabindex=\"-1\">Amazon Bedrock endpoints and quotas</a> in the Amazon Bedrock Reference Guide."},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#how-do-i-customize-a-model-on-amazon-bedrock-7","itemHeading":"How do I customize a model on Amazon Bedrock?","itemLongLoc":"You can easily fine-tune FMs on Amazon Bedrock using tagged data or by using continued pre-train feature to customize the model using non-tagged data. To get started, provide the training and validation dataset, configure hyperparameters (epochs, batch size, learning rate, warmup steps) and submit the job. Within a couple of hours, your fine-tuned model can be accessed with the same API (InvokeModel)."},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#can-i-train-a-model-and-deploy-it-on-amazon-bedrock-8","itemHeading":"Can I train a model and deploy it on Amazon Bedrock?","itemLongLoc":"Yes, you can train select publicly available models and import them into the Amazon Bedrock using the Custom Model Import feature. Currently, this feature only supports Llama 2/3, Mistral, and Flan architectures. For additional information, please refer the \n<a href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/model-customization-import-model.html\" tabindex=\"-1\">documentation</a>."},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#what-is-latency-optimized-inference-in-amazon-bedrock-9","itemHeading":"What is latency-optimized inference in Amazon Bedrock?","itemLongLoc":"<p>Available in public preview, latency-optimized inference in Amazon Bedrock offers reduced latency without compromising accuracy. As verified by Anthropic, with latency-optimized inference on Amazon Bedrock, Claude 3.5 Haiku runs faster on AWS than anywhere else. Additionally, with latency-optimized inference in Bedrock, Llama 3.1 70B and 405B runs faster on AWS than any other major cloud provider. Using purpose-built AI chips like AWS Trainium2 and advanced software optimizations in Amazon Bedrock, customers can access more options to optimize their inference for a particular use case.</p>\n<p>Key Features:</p>\n<ul class=\"list-disc list-outside leading-3 -mt-2\">\n <li class=\"leading-normal -mb-2\"><p>Reduces response times for foundation model interactions</p></li>\n <li class=\"leading-normal -mb-2\"><p>Maintains accuracy while improving speed</p></li>\n <li class=\"leading-normal -mb-2\"><p>Requires no additional setup or model fine-tuning</p></li>\n</ul>\n<p><strong>Supported Models</strong>: Anthropic's Claude 3.5 Haiku and Meta's Llama 3.1 models 405B and 70B</p>\n<p><strong>Availability</strong>: The US East (Ohio) Region via cross-region inference</p>\n<p>To get started, visit the <a target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-muted-foreground underline underline-offset-[3px] hover:text-foreground transition-colors cursor-pointer\" href=\"https://signin.aws.amazon.com/signup?request_type=register\">Amazon Bedrock console</a>. For more information visit the <a target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-muted-foreground underline underline-offset-[3px] hover:text-foreground transition-colors cursor-pointer\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/latency-optimized-inference\">Amazon Bedrock documentation</a>.</p>"},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#how-do-we-get-started-with-latency-optimized-inference-in-amazon-bedrock-10","itemHeading":"How do we get started with latency-optimized inference in Amazon Bedrock?","itemLongLoc":"<p>Accessing the latency-optimized inference in Amazon Bedrock requires no additional setup or model fine-tuning, allowing for immediate enhancement of existing generative AI applications with faster response times. You can toggle on the “Latency optimized” parameter while invoking the Bedrock inference API.</p>\n<p><span>To get started, visit the&nbsp;</span><a target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-muted-foreground underline underline-offset-[3px] hover:text-foreground transition-colors cursor-pointer\" href=\"https://signin.aws.amazon.com/signup?request_type=register\">Amazon Bedrock console</a><span>. For more information visit the&nbsp;</span><a target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-muted-foreground underline underline-offset-[3px] hover:text-foreground transition-colors cursor-pointer\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/latency-optimized-inference\">Amazon Bedrock documentation</a><span>.</span></p>"},"metadata":{"tags":[{"name":"General","namespaceId":"awt-content-topics#ams#c1","id":"awt-content-topics#ams#c1#general-0"}]}},{"fields":{"id":"awt-content-topics#what-is-amazon-bedrock-agentcore-0","itemHeading":"What is Amazon Bedrock AgentCore?","itemLongLoc":"<p>AgentCore enables developers to accelerate AI agents into production with the scale, reliability, and security, critical to real-world deployment. AgentCore provides tools and capabilities to make agents more effective and capable, purpose-built infrastructure to securely scale agents, and controls to operate trustworthy agents. AgentCore capabilities are composable and work with popular open-source frameworks and any model, so you don’t have to choose between open-source flexibility and enterprise-grade security and reliability. Learn more about <a href=\"/bedrock/agentcore/\" title=\"AgentCore\">AgentCore.</a></p>"},"metadata":{"tags":[{"name":"Agents","namespaceId":"awt-content-topics#ams#c12","id":"awt-content-topics#ams#c12#agents-1"}]}},{"fields":{"id":"awt-content-topics#who-is-agentcore-designed-for-1","itemHeading":"Who is AgentCore designed for?","itemLongLoc":"<p>AgentCore is designed for organizations who want to move AI agents from proofs of concept built using open source or custom agent frameworks to production. It serves developers and enterprises who need robust infrastructure to support dynamic execution paths at runtime, controls to monitor behavior, powerful tools to enhance agents, and the flexibility to adapt as the landscape evolves.</p>"},"metadata":{"tags":[{"name":"Agents","namespaceId":"awt-content-topics#ams#c12","id":"awt-content-topics#ams#c12#agents-1"}]}},{"fields":{"id":"awt-content-topics#what-key-capabilities-does-agentcore-provide-2","itemHeading":"What key capabilities does AgentCore provide?","itemLongLoc":"<p>AgentCore includes services and tools that offer unique capabilities. These include:<br> <b>Runtime</b>: A secure, serverless runtime purpose-built for deploying and scaling dynamic AI agents and tools.<br> <br> <b>Memory</b>: Makes it easy for developers to build context-aware agents by eliminating complex memory infrastructure management while providing full control over what the AI agent remembers.<br> <br> <b>Gateway</b>: Provides a secure way for agents to discover and use tools along with easy transformation of APIs, Lambda functions, and existing services into agent-compatible tools.<br> <br> <b>Policy:</b> Gives you deterministic control over what your agents can do. Define fine-grained rules using natural language or Cedar that authorize every tool call at the gateway, ensuring agents operate within defined boundaries without slowing them down.<br> <br> <b>Browser</b>: Provides a fast, secure, cloud-based browser runtime to enable AI agents to interact with websites at scale.<br> <br> <b>Code Interpreter</b>: Enables AI agents to write and execute code securely in sandbox environments, enhancing their accuracy and expanding their ability to solve complex end-to-end tasks.<br> <br> <b>Identity</b>: Enables AI agents to securely access AWS services and third-party tools on behalf of users or autonomously with pre-authorization.<br> <br> <b>Observability</b>: Gives developers complete visibility into agent workflows to trace, debug, and monitor AI agents' performance in production environments. With support for OpenTelemetry compatible telemetry and detailed visualizations of each step of the agent workflow, AgentCore enables developers to easily gain visibility into agent behavior and maintain quality standards at scale.<br> <br> <b>Evaluations</b>: Provides automated, continuous quality assessment for AI agents in production. Run built-in or custom evaluators against production traffic to measure performance, catch regressions early, and optimize based on real usage patterns.<br> <br> <b>AWS Agent Registry</b>: A centralized catalog to discover, share, and reuse agents, tools, and skills across your organization. Governed publishing workflows and semantic search ensure teams find what already exists before building from scratch.<br> <br> Learn more about <a href=\"/bedrock/agentcore/\" title=\"AgentCore\">AgentCore.</a></p>"},"metadata":{"tags":[{"name":"Agents","namespaceId":"awt-content-topics#ams#c12","id":"awt-content-topics#ams#c12#agents-1"}]}},{"fields":{"id":"awt-content-topics#which-agent-frameworks-does-agentcore-support-3","itemHeading":"Which agent frameworks does AgentCore support?","itemLongLoc":"<p>AgentCore works with any open source agent framework including popular open-source frameworks like CrewAI, LangGraph, Strands Agents, and custom frameworks.</p>"},"metadata":{"tags":[{"name":"Agents","namespaceId":"awt-content-topics#ams#c12","id":"awt-content-topics#ams#c12#agents-1"}]}},{"fields":{"id":"awt-content-topics#what-is-amazon-bedrock-managed-agents-powered-by-openai-preview-4","itemHeading":"What is Amazon Bedrock Managed Agents, powered by OpenAI (preview)?","itemLongLoc":"<p>Amazon Bedrock Managed Agents, powered by OpenAI, combines OpenAI frontier reasoning models and OpenAI harness with the reliability, security, and richness of AWS services that millions of organizations already rely on. Everything your agent needs is included from the start: memory, skills, identity, security, and compute. The agent harness works with the model to manage the full reasoning cycle: understanding tasks, calling tools, observing results, and continuing until the work is done. Because memory persists across sessions, every interaction builds on the last, and your agents only get more effective over time. All model inference runs on Amazon Bedrock and your data never leaves AWS.</p> \n<p>Learn more on the Bedrock Managed Agents<a href=\"/bedrock/managed-agents-openai/\" target=\"_blank\" title=\"overview page\"> overview page</a>.</p>"},"metadata":{"tags":[{"name":"Agents","namespaceId":"awt-content-topics#ams#c12","id":"awt-content-topics#ams#c12#agents-1"}]}},{"fields":{"id":"awt-content-topics#how-do-i-get-started-with-bedrock-managed-agents-preview-5","itemHeading":"How do I get started with Bedrock Managed Agents (preview)?","itemLongLoc":"<p>Bedrock Managed Agents is currently in preview. To be kept in the loop on latest developments, sign up through the<a href=\"https://pages.awscloud.com/GLOBAL-ln-GC-bedrock-managed-agents-interest.html\" target=\"_blank\" title=\"interest form\"> interest form. </a></p>"},"metadata":{"tags":[{"name":"Agents","namespaceId":"awt-content-topics#ams#c12","id":"awt-content-topics#ams#c12#agents-1"}]}},{"fields":{"id":"awt-content-topics#how-does-bedrock-managed-agents-preview-relate-to-amazon-bedrock-agentcore-6","itemHeading":"How does Bedrock Managed Agents (preview) relate to Amazon Bedrock AgentCore?","itemLongLoc":"<p>They are designed to work together. Bedrock Managed Agents is optimized for building with OpenAI frontier models and agentic capabilities. AgentCore is the open platform to build, connect, and optimize agents at scale using any model and framework. AgentCore provides the managed execution environments for Bedrock Managed Agents, and as your agent footprint expands across your enterprise, AgentCore and Bedrock Managed Agents will provide additional capabilities such as authorization policy enforcement, agent and agent tool discovery, and observability and evaluation capabilities.&nbsp;</p> \n<p>Learn more about <a href=\"/bedrock/managed-agents-openai/\" target=\"_blank\" title=\"Bedrock Managed Agents\">Bedrock Managed Agents</a> and <a href=\"/bedrock/agentcore/\" target=\"_blank\" title=\"AgentCore\">AgentCore.</a></p>"},"metadata":{"tags":[{"name":"Agents","namespaceId":"awt-content-topics#ams#c12","id":"awt-content-topics#ams#c12#agents-1"}]}},{"fields":{"id":"awt-content-topics#i-am-using-amazon-bedrock-agents-today-should-i-switch-to-agentcore-7","itemHeading":"I am using Amazon Bedrock Agents today. Should I switch to AgentCore?","itemLongLoc":"<p>If you are using Amazon Bedrock Agents today, you can continue to use it. However, if you need additional functionalities such as being able to use any agent authoring framework (such as Strands Agents, Crew AI, LangGraph, LangChain, or LlamaIndex) and use any model along with fine-grained control on identity, memory, and observability, we recommend using AgentCore. AgentCore also provides upgraded tools and infrastructure for running agents at scale including identity, customizable long-term memory, an enhanced code interpreter tool, built-in browser tool, observability, native support for Model Context Protocol for connection to thousands of tools and a runtime with industry-leading execution time, payload size, and complete session isolation. To help customers take advantage of these improvements, we will have an option to easily export existing Bedrock Agents configurations as code that is compatible with Strands (for orchestration) and AgentCore (for production-grade deployment and more).</p>"},"metadata":{"tags":[{"name":"Agents","namespaceId":"awt-content-topics#ams#c12","id":"awt-content-topics#ams#c12#agents-1"}]}},{"fields":{"id":"awt-content-topics#is-the-content-processed-by-amazon-bedrock-moved-outside-the-aws-region-where-i-am-using-amazon-bedrock-0","itemHeading":"Is the content processed by Amazon Bedrock moved outside the AWS Region where I am using Amazon Bedrock?","itemLongLoc":"Any customer content processed by Amazon Bedrock is encrypted and stored at rest in the AWS Region where you are using Amazon Bedrock."},"metadata":{"tags":[{"name":"Security","namespaceId":"awt-content-topics#ams#c20","id":"awt-content-topics#ams#c20#security-2"}]}},{"fields":{"id":"awt-content-topics#are-user-inputs-and-model-outputs-made-available-to-third-party-model-providers-1","itemHeading":"Are user inputs and model outputs made available to third-party model providers?","itemLongLoc":"No. Users' inputs and model outputs are not shared with any model providers."},"metadata":{"tags":[{"name":"Security","namespaceId":"awt-content-topics#ams#c20","id":"awt-content-topics#ams#c20#security-2"}]}},{"fields":{"id":"awt-content-topics#what-security-and-compliance-standards-does-amazon-bedrock-support-2","itemHeading":"What security and compliance standards does Amazon Bedrock support?","itemLongLoc":"Amazon Bedrock offers several capabilities to support security and privacy requirements. Amazon Bedrock is in scope for common compliance standards such as&nbsp;Fedramp Moderate, Service and Organization Control (SOC), International Organization for Standardization (ISO), Health Insurance Portability and Accountability Act (HIPAA) eligibility, and customers can use Bedrock in compliance with the General Data Protection Regulation (GDPR). Amazon Bedrock is included in the scope of the SOC 1, 2, 3 reports, allowing customers to gain insights into our security controls. We demonstrate compliance through extensive third-party audits of our AWS controls. Amazon Bedrock is one of the AWS services under ISO Compliance for the ISO 9001, ISO 27001, ISO 27017, ISO 27018, ISO 27701, ISO 22301, and ISO 20000 standards. Amazon Bedrock is CSA Security Trust Assurance and Risk (STAR) Level 2 certified, which validates the use of best practices and the security posture of AWS cloud offerings. With Amazon Bedrock, your content is not used to improve the base models and is not shared with any model providers. You can use AWS PrivateLink to establish private connectivity from Amazon VPC to Amazon Bedrock, without having to expose your data to internet traffic."},"metadata":{"tags":[{"name":"Security","namespaceId":"awt-content-topics#ams#c20","id":"awt-content-topics#ams#c20#security-2"}]}},{"fields":{"id":"awt-content-topics#will-aws-and-third-party-model-providers-use-customer-inputs-to-or-outputs-from-amazon-bedrock-to-train-amazon-nova-amazon-titan-or-any-third-party-models-3","itemHeading":"Will AWS and third-party model providers use customer inputs to or outputs from Amazon Bedrock to train Amazon Nova, Amazon Titan or any third-party models?","itemLongLoc":"No, AWS and the third-party model providers will not use any inputs to or outputs from Amazon Bedrock to train Amazon Nova, Amazon Titan, or any third-party models."},"metadata":{"tags":[{"name":"Security","namespaceId":"awt-content-topics#ams#c20","id":"awt-content-topics#ams#c20#security-2"}]}},{"fields":{"id":"awt-content-topics#what-sdks-are-supported-for-amazon-bedrock-0","itemHeading":"What SDKs are supported for Amazon Bedrock?","itemLongLoc":"Amazon Bedrock supports SDKs for runtime services. iOS and Android SDKs, as well as Java, JS, Python, CLI, .Net, Ruby, PHP, Go, and C++, support both text and speech input."},"metadata":{"tags":[{"name":"SDK","namespaceId":"awt-content-topics#ams#c24","id":"awt-content-topics#ams#c24#sdk-3"}]}},{"fields":{"id":"awt-content-topics#what-sdks-support-streaming-functionality-1","itemHeading":"What SDKs support streaming functionality?","itemLongLoc":"Streaming is supported on all the SDKs."},"metadata":{"tags":[{"name":"SDK","namespaceId":"awt-content-topics#ams#c24","id":"awt-content-topics#ams#c24#sdk-3"}]}},{"fields":{"id":"awt-content-topics#how-much-does-amazon-bedrock-cost-0","itemHeading":"How much does Amazon Bedrock cost?","itemLongLoc":"Please see the&nbsp;\n<strong><a href=\"https://aws.amazon.com/bedrock/pricing/\">Amazon Bedrock pricing page</a></strong> for current pricing information."},"metadata":{"tags":[{"name":"Billing and support","namespaceId":"awt-content-topics#ams#c26","id":"awt-content-topics#ams#c26#billing-and-support-4"}]}},{"fields":{"id":"awt-content-topics#what-support-is-provided-for-amazon-bedrock-1","itemHeading":"What support is provided for Amazon Bedrock?","itemLongLoc":"Depending on your AWS Support contract, Amazon Bedrock is supported under Developer Support, Business Support and Enterprise Support plans."},"metadata":{"tags":[{"name":"Billing and support","namespaceId":"awt-content-topics#ams#c26","id":"awt-content-topics#ams#c26#billing-and-support-4"}]}},{"fields":{"id":"awt-content-topics#how-can-i-track-the-input-and-output-tokens-2","itemHeading":"How can I track the input and output tokens?","itemLongLoc":"You can use CloudWatch metrics to track the inputs and output token."},"metadata":{"tags":[{"name":"Billing and support","namespaceId":"awt-content-topics#ams#c26","id":"awt-content-topics#ams#c26#billing-and-support-4"}]}},{"fields":{"id":"awt-content-topics#why-do-i-see-a-billing-entry-for-aws-marketplace-for-my-usage-of-aws-bedrock-3","itemHeading":"Why do I see a billing entry for AWS Marketplace for my usage of AWS Bedrock?","itemLongLoc":"Customers will see an AWS Marketplace bill for certain Bedrock serverless models and Bedrock Marketplace models. This is because these models are sold by third party providers as \"Third-Party Content\", as described in the \n<a href=\"https://aws.amazon.com/service-terms/\" target=\"_blank\">AWS service terms</a> section 50.12."},"metadata":{"tags":[{"name":"Billing and support","namespaceId":"awt-content-topics#ams#c26","id":"awt-content-topics#ams#c26#billing-and-support-4"}]}},{"fields":{"id":"awt-content-topics#how-can-i-securely-use-my-data-to-customize-fms-available-through-amazon-bedrock-0","itemHeading":"How can I securely use my data to customize FMs available through Amazon Bedrock?","itemLongLoc":"With Amazon Bedrock, you can privately customize FMs, retaining control over how your data is used and encrypted. Amazon Bedrock makes a separate copy of the base FM and trains this private copy of the model. Your data including prompts, information used to supplement a prompt, and FM responses. Customized FMs remain in the Region where the API call is processed."},"metadata":{"tags":[{"name":"Customization","namespaceId":"awt-content-topics#ams#c30","id":"awt-content-topics#ams#c30#customization-5"}]}},{"fields":{"id":"awt-content-topics#how-does-amazon-bedrock-ensure-my-data-used-in-fine-tuning-remains-private-and-confidential-1","itemHeading":"How does Amazon Bedrock ensure my data used in fine-tuning remains private and confidential?","itemLongLoc":"When you’re fine-tuning a model, your data is never exposed to the public internet, never leaves the AWS network, is securely transferred through your VPC, and is encrypted in transit and at rest. Amazon Bedrock also enforces the same AWS access controls that you have with any of our other services."},"metadata":{"tags":[{"name":"Customization","namespaceId":"awt-content-topics#ams#c30","id":"awt-content-topics#ams#c30#customization-5"}]}},{"fields":{"id":"awt-content-topics#does-amazon-bedrock-support-continued-pretraining-2","itemHeading":"Does Amazon Bedrock support continued pretraining?","itemLongLoc":"We launched continued pretraining for Amazon Titan Text Express and Amazon Titan models on Amazon Bedrock. Continued pretraining allows you to continue the pretraining on an Amazon Titan base model using large amounts of unlabeled data. This type of training will adapt the model from a general domain corpus to a more specific domain corpus such as medical, law, finance, and so on, while still preserving most of the capabilities of the Amazon Titan base model.&nbsp;"},"metadata":{"tags":[{"name":"Customization","namespaceId":"awt-content-topics#ams#c30","id":"awt-content-topics#ams#c30#customization-5"}]}},{"fields":{"id":"awt-content-topics#why-should-i-use-continued-pretraining-in-amazon-bedrock-3","itemHeading":"Why should I use continued pretraining in Amazon Bedrock?","itemLongLoc":"Enterprises may want to build models for tasks in a specific domain. The base models may not be trained on the technical jargon used in that specific domain. Thus, directly fine-tuning the base model requires large amounts of labeled training records and a long training duration to get accurate results. To ease this burden, the customer can instead provide large amounts of unlabeled data for a continued pretraining job. This job will adapt the Amazon Titan base model to the new domain. Then the customer may fine-tune the newly pretrained custom model to downstream tasks, using significantly fewer labeled training records and with a shorter training duration.&nbsp;"},"metadata":{"tags":[{"name":"Customization","namespaceId":"awt-content-topics#ams#c30","id":"awt-content-topics#ams#c30#customization-5"}]}},{"fields":{"id":"awt-content-topics#how-does-the-continued-pretraining-feature-relate-to-other-aws-services-4","itemHeading":"How does the continued pretraining feature relate to other AWS services?","itemLongLoc":"Amazon Bedrock continued pretraining and fine-tuning have very similar requirements. For this reason, we are choosing to create unified APIs that support both continued pretraining and fine-tuning. Unification of the APIs reduces the learning curve and will help customers use standard features such as Amazon EventBridge to track long running jobs, Amazon S3 integration for fetching training data, resource tags, and model encryption.&nbsp;"},"metadata":{"tags":[{"name":"Customization","namespaceId":"awt-content-topics#ams#c30","id":"awt-content-topics#ams#c30#customization-5"}]}},{"fields":{"id":"awt-content-topics#how-do-i-use-continued-pre-training-5","itemHeading":"How do I use continued pre-training?","itemLongLoc":"Continued pretraining helps you adapt the Amazon Titan models to your domain specific data while still preserving the base functionality of the Amazon Titan models. To create a continued pretraining job, navigate to the Amazon Bedrock console and click on \"Custom Models.\" You will navigate to the custom model page that has two tabs: Models and Training jobs. Both tabs provide a “Customize Model” drop-down menu on the right. Select “Continued Pretraining” from the drop-down menu to navigate to “Create Continued Pretraining Job.\" You will provide the source model, name, model encryption, input data, hyper-parameters and output data. Additionally, you can provide tags, along with details about AWS Identity and Access Management (IAM) roles and resource policies for the job."},"metadata":{"tags":[{"name":"Customization","namespaceId":"awt-content-topics#ams#c30","id":"awt-content-topics#ams#c30#customization-5"}]}},{"fields":{"id":"awt-content-topics#when-do-i-use-amazon-bedrock-or-amazon-sagemaker-ai-for-model-fine-tuning-6","itemHeading":"When do I use Amazon Bedrock or Amazon SageMaker AI for model fine-tuning?","itemLongLoc":"<p>We recommend you use Amazon Bedrock for model fine-tuning when you:<br> </p> \n<ul> \n <li>Are a generative AI application builder who wants a managed API-driven approach, fewer hyperparameters, and an abstraction of the complexity associated with model training.</li> \n <li>Require minimal infrastructure overhead, have little to no existing ML infrastructure investments to consider, and are looking to deploy quickly in a serverless manner.</li> \n</ul> \n<p>We recommend you use Amazon SageMaker AI for model fine-tuning when you:<br> </p> \n<ul> \n <li>Are a data scientist, ML engineer, or AI model developer who wants access to advanced customization techniques such as knowledge distillation, supervised fine tuning, or direct preference optimization, for both full weights and parameter efficient fine-tuning. SageMaker AI also provides the ability to customize your training recipe and model architecture.</li> \n <li>Have established ML workflows and infrastructure investments aimed at having greater control over infrastructure and cost.</li> \n <li>Want greater flexibility to bring your own libraries and frameworks to optimize training workflows for better accuracy and performance.</li> \n</ul>"},"metadata":{"tags":[{"name":"Customization","namespaceId":"awt-content-topics#ams#c30","id":"awt-content-topics#ams#c30#customization-5"}]}},{"fields":{"id":"awt-content-topics#what-are-amazon-titan-models-0","itemHeading":"What are Amazon Titan models?","itemLongLoc":"Exclusive to Amazon Bedrock, the Amazon Titan family of models incorporates 25 years of Amazon experience innovating with AI and machine learning across the business. Amazon Titan FMs provide customers with a breadth of high-performing image, multimodal, and text model choices through a fully managed API. Amazon Titan models are created by AWS and pretrained on large datasets, making them powerful, general-purpose models built to support a variety of use cases, while also supporting the responsible use of AI. Use them as is or privately customize them with your own data. Learn more about \n<a href=\"https://aws.amazon.com/bedrock/titan/\">Amazon Titan</a>."},"metadata":{"tags":[{"name":"Amazon Titan","namespaceId":"awt-content-topics#ams#c37","id":"awt-content-topics#ams#c37#amazon-titan-6"}]}},{"fields":{"id":"awt-content-topics#where-can-i-learn-more-about-the-data-processed-to-develop-and-train-amazon-titan-fms-1","itemHeading":"Where can I learn more about the data processed to develop and train Amazon Titan FMs?","itemLongLoc":"To learn more about data processed to develop and train Amazon Titan FMs, visit \n<a href=\"http://aws.amazon.com/bedrock/titan/privacy/\">Amazon Titan Model Training and Privacy page</a>."},"metadata":{"tags":[{"name":"Amazon Titan","namespaceId":"awt-content-topics#ams#c37","id":"awt-content-topics#ams#c37#amazon-titan-6"}]}},{"fields":{"id":"awt-content-topics#which-data-sources-can-i-connect-to-amazon-bedrock-knowledge-bases-0","itemHeading":"Which data sources can I connect to Amazon Bedrock Knowledge Bases?","itemLongLoc":"You can ingest content from various sources, including the web, Amazon Simple Storage Service (Amazon S3), Confluence (preview), Salesforce (preview), and SharePoint (preview). You can also programmatically ingest streaming data or data from unsupported sources. You can also connect to your structured data sources such as Redshift datawarehouse and AWS Glue data catalog."},"metadata":{"tags":[{"name":"Knowledge Bases / RAG","namespaceId":"awt-content-topics#ams#c39","id":"awt-content-topics#ams#c39#knowledge-bases--rag-7"}]}},{"fields":{"id":"awt-content-topics#how-does-amazon-bedrock-knowledge-base-retrieve-data-from-structured-data-sources-1","itemHeading":"How does Amazon Bedrock Knowledge Base retrieve data from structured data sources?","itemLongLoc":"Amazon Bedrock Knowledge Bases provides a managed Natural Language to SQL to convert natural language into actionable SQL queries and retrieve data, allowing you to build application using data from these sources."},"metadata":{"tags":[{"name":"Knowledge Bases / RAG","namespaceId":"awt-content-topics#ams#c39","id":"awt-content-topics#ams#c39#knowledge-bases--rag-7"}]}},{"fields":{"id":"awt-content-topics#does-amazon-bedrock-knowledge-bases-support-multi-turn-conversations-2","itemHeading":"Does Amazon Bedrock Knowledge Bases support multi-turn conversations?","itemLongLoc":"Yes, session context management is built-in, allowing your applications to maintain context across multiple interactions, which is essential for supporting multi-turn conversations."},"metadata":{"tags":[{"name":"Knowledge Bases / RAG","namespaceId":"awt-content-topics#ams#c39","id":"awt-content-topics#ams#c39#knowledge-bases--rag-7"}]}},{"fields":{"id":"awt-content-topics#does-amazon-bedrock-knowledge-bases-provide-source-attribution-for-retrieved-information-3","itemHeading":"Does Amazon Bedrock Knowledge Bases provide source attribution for retrieved information?","itemLongLoc":"Yes, all information retrieved includes citations, improving transparency and minimizing the risk of hallucinations in the generated responses."},"metadata":{"tags":[{"name":"Knowledge Bases / RAG","namespaceId":"awt-content-topics#ams#c39","id":"awt-content-topics#ams#c39#knowledge-bases--rag-7"}]}},{"fields":{"id":"awt-content-topics#what-multi-modal-capabilities-does-amazon-bedrock-knowledge-bases-offer-4","itemHeading":"What multi-modal capabilities does Amazon Bedrock Knowledge Bases offer?","itemLongLoc":"Amazon Bedrock Knowledge Bases supports multi-modal data processing, allowing developers to build generative AI applications that analyze both text and visual data, including images, charts, diagrams, and tables. Model responses can leverage insights from visual elements in addition to text, providing. more accurate and contextually relevant answers. Additionally, source attribution for responses includes visual elements, enhancing transparency and trust in the responses."},"metadata":{"tags":[{"name":"Knowledge Bases / RAG","namespaceId":"awt-content-topics#ams#c39","id":"awt-content-topics#ams#c39#knowledge-bases--rag-7"}]}},{"fields":{"id":"awt-content-topics#what-multi-modal-data-formats-does-amazon-bedrock-knowledge-bases-support-5","itemHeading":"What multi-modal data formats does Amazon Bedrock Knowledge Bases support?","itemLongLoc":"Amazon Bedrock Knowledge Bases can process visually rich documents in PDF format, which may contain images, tables, charts, and diagrams. For image-only data, Bedrock Knowledge Bases supports standard image formats like JPEG and PNG, enabling search capabilities where users can retrieve relevant images based on text-based queries."},"metadata":{"tags":[{"name":"Knowledge Bases / RAG","namespaceId":"awt-content-topics#ams#c39","id":"awt-content-topics#ams#c39#knowledge-bases--rag-7"}]}},{"fields":{"id":"awt-content-topics#what-are-the-different-parsing-options-available-in-amazon-bedrock-knowledge-bases-6","itemHeading":"What are the different parsing options available in Amazon Bedrock Knowledge Bases?","itemLongLoc":"Customers have three parsing options for Bedrock Knowledge Bases. For text-only processing, the built-in default Bedrock parser is available at no additional cost, ideal for cases where multimodal data processing is not required. Amazon Bedrock Data Automation (BDA) or foundation models can be used to parse multimodal data. For more information, refer to the \n<a href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/kb-advanced-parsing.html\">product documentation</a>.&nbsp;"},"metadata":{"tags":[{"name":"Knowledge Bases / RAG","namespaceId":"awt-content-topics#ams#c39","id":"awt-content-topics#ams#c39#knowledge-bases--rag-7"}]}},{"fields":{"id":"awt-content-topics#how-does-amazon-bedrock-knowledge-bases-ensure-data-security-and-manage-workflow-complexities-7","itemHeading":"How does Amazon Bedrock Knowledge Bases ensure data security and manage workflow complexities?","itemLongLoc":"Amazon Bedrock Knowledge Base handles various workflow complexities such as content comparison, failure handling, throughput control, and encryption, ensuring that your data is securely processed and managed according to AWS’s stringent security standards."},"metadata":{"tags":[{"name":"Knowledge Bases / RAG","namespaceId":"awt-content-topics#ams#c39","id":"awt-content-topics#ams#c39#knowledge-bases--rag-7"}]}},{"fields":{"id":"awt-content-topics#what-is-model-evaluation-on-amazon-bedrock-0","itemHeading":"What is Model Evaluation on Amazon Bedrock?","itemLongLoc":"Model Evaluation on Amazon Bedrock allows you to evaluate, compare, and select the best FM for your use case in just a few short steps. Amazon Bedrock offers a choice of automatic evaluation and human evaluation. You can use automatic evaluation with predefined metrics such as accuracy, robustness, and toxicity. You can use human evaluation workflows for subjective or custom metrics such as friendliness, style, and alignment to brand voice. For human evaluation, you can use your in-house employees or an AWS-managed team as reviewers. Model Evaluation on Amazon Bedrock provides built-in curated datasets or you can bring your own datasets."},"metadata":{"tags":[{"name":"Model evaluation","namespaceId":"awt-content-topics#ams#c47","id":"awt-content-topics#ams#c47#model-evaluation-8"}]}},{"fields":{"id":"awt-content-topics#against-what-metrics-can-i-evaluate-fms-1","itemHeading":"Against what metrics can I evaluate FMs?","itemLongLoc":"You can evaluate variety of predefined metrics such as accuracy, robustness, and toxicity using automatic evaluations. You can also use human evaluation workflows for subjective or custom metrics, such as friendliness, relevance, style, and alignment to brand voice."},"metadata":{"tags":[{"name":"Model evaluation","namespaceId":"awt-content-topics#ams#c47","id":"awt-content-topics#ams#c47#model-evaluation-8"}]}},{"fields":{"id":"awt-content-topics#what-is-the-difference-between-human-based-and-automatic-evaluations-2","itemHeading":"What is the difference between human-based and automatic evaluations?","itemLongLoc":"Automatic evaluations allow you to quickly narrow down the list of available FMs against standard criteria (such as accuracy, toxicity and robustness). Human-based evaluations are often used to evaluate more nuanced or subjective criteria that require human judgment and where automatic evaluations might not exist (such as brand voice, creative intent, friendliness)."},"metadata":{"tags":[{"name":"Model evaluation","namespaceId":"awt-content-topics#ams#c47","id":"awt-content-topics#ams#c47#model-evaluation-8"}]}},{"fields":{"id":"awt-content-topics#how-does-automatic-evaluation-work-3","itemHeading":"How does automatic evaluation work?","itemLongLoc":"You can quickly evaluate Amazon Bedrock models for metrics such as accuracy, robustness, and toxicity by using curated built-in data sets or by bringing your own prompt datasets. After your prompt datasets are sent to Amazon Bedrock models for inference, the model responses are scored with evaluation algorithms for each dimension. The backend engine aggregates individual prompt response scores into summary scores and presents them through easy-to-understand visual reports."},"metadata":{"tags":[{"name":"Model evaluation","namespaceId":"awt-content-topics#ams#c47","id":"awt-content-topics#ams#c47#model-evaluation-8"}]}},{"fields":{"id":"awt-content-topics#how-does-human-evaluation-work-4","itemHeading":"How does human evaluation work?","itemLongLoc":"Amazon Bedrock allows you to set up human review workflows in a few short steps and bring your in-house employees, or use an expert team managed by AWS, to evaluate models. Through Amazon Bedrock’s intuitive interface, humans can review and give feedback on model responses by clicking thumbs up or down, rating on a scale of 1-5, choosing the best of multiple responses, or ranking prompts. For example, a team member can be shown how two models respond to the same prompt, and then be asked to select the model that shows more accurate, relevant, or stylistic outputs. You can specify the evaluation criteria that matter to you by customizing the instructions and buttons to appear on the evaluation UI for your team. You can also provide detailed instructions with examples and the overall goal of model evaluation, so users can align their work accordingly. This method is useful to evaluate subjective criteria that require human judgement or more nuanced subject matter expertise and that cannot be easily judged by automatic evaluations."},"metadata":{"tags":[{"name":"Model evaluation","namespaceId":"awt-content-topics#ams#c47","id":"awt-content-topics#ams#c47#model-evaluation-8"}]}},{"fields":{"id":"awt-content-topics#what-is-amazon-bedrock-guardrails-0","itemHeading":"What is Amazon Bedrock Guardrails?","itemLongLoc":"<p>Amazon Bedrock Guardrails provides configurable safeguards to help safely build generative AI applications at scale. With a consistent and standard approach used across a wide range of foundation models (FMs) including FMs supported in Amazon Bedrock, fine-tuned models, and models hosted outside of Amazon Bedrock, Guardrails delivers industry-leading safety protections for your generative AI applications.</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-are-the-safeguards-available-in-amazon-bedrock-guardrails--1","itemHeading":"What are the safeguards available in Amazon Bedrock Guardrails? ","itemLongLoc":"<p>Amazon Bedrock Guardrails offers different safeguards to help you build safe, generative AI applications.</p> \n<ul class=\"list-disc list-outside leading-3 -mt-2\"> \n <li class=\"leading-normal -mb-2\"><p><b>Multi modal content filters</b> –&nbsp;Helps detect and filter harmful text and/or image content across multiple categories including hate, insults, sexual, violence, misconduct, and prompt attacks.</p> </li> \n <li class=\"leading-normal -mb-2\"><p><b>Denied topics</b> –&nbsp;Define a set of topics that are undesirable in the context of your application. The filter will help block them if detected in user queries or model responses..</p> </li> \n <li class=\"leading-normal -mb-2\"><p><b>Word filters</b> –&nbsp;Configure filters to help block undesirable words, phrases, and profanity (exact match). Such words can include offensive terms, competitor names, etc.</p> </li> \n <li class=\"leading-normal -mb-2\"><p><b>Sensitive information filters</b> –&nbsp;Configure filters to help block or mask sensitive information, such as personally identifiable information (PII), or custom regex in user inputs and model responses. Blocking or masking is done based on probabilistic detection of sensitive information in standard formats in entities such as SSN number, Date of Birth, address, etc. This also allows configuring regular expression-based detection of patterns for identifiers.</p> </li> \n <li class=\"leading-normal -mb-2\"><p><b>Contextual grounding checks&nbsp;</b>–&nbsp;Helps detect and filter hallucinations if the responses are not grounded (e.g., factually inaccurate or new information) in the source information and irrelevant to user's query or instruction.</p> </li> \n <li class=\"leading-normal -mb-2\"><p><b>Automated Reasoning checks&nbsp;</b>–&nbsp;Helps detect factual inaccuracies in generated content, suggest corrections, and explain why responses are accurate by checking against a structured, mathematical representation of knowledge called an Automated Reasoning Policy.</p> <p>For agentic applications, the InvokeGuardrailChecks API supports content filters, prompt attack detection, and sensitive information filters as standalone, resource-less checks. See \"What is the InvokeGuardrailChecks API?\" below.</p> </li> \n</ul>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-is-the-invokeguardrailchecks-api-2","itemHeading":"What is the InvokeGuardrailChecks API?","itemLongLoc":"<p>The InvokeGuardrailChecks API is targeted towards agentic AI applications and lets you apply individual safeguards at any point in your application without creating guardrail resources. This API offers a unique approach to building safe agentic AI applications with the flexibility to invoke supported safeguards at any turn in the agentic loop, empowering you to take the required action in your application logic. There is no need to create any guardrail resources up front. The API returns numeric scores for each safeguard that enables you to define custom thresholds to block, bypass, or log results for auditing purposes based on your application requirements. &nbsp;</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#how-does-the-invokeguardrailchecks-api-work-3","itemHeading":"How does the InvokeGuardrailChecks API work?","itemLongLoc":"<p>The InvokeGuardrailChecks API offers the following capabilities:</p> \n<ul> \n <li><b>Resourceless:</b> You don't need to create guardrails resources upfront. There's no CreateGuardrail step, no guardrail IDs to track, and no versions to manage. You specify which safety checks to run directly in each API request. This makes it straightforward to add, remove, or adjust checks as your workflows evolve.</li> \n <li><b>Detect-only:</b> The API does not block, mask, or rewrite content. It returns findings with numeric scores for each safeguard, and you decide what action to take based on your application requirements. This gives you full control to implement context-aware logic — blocking high-confidence threats, routing ambiguous findings to human review, or logging low-confidence results for audits.</li> \n <li><b>Symmetric request-response:</b> The safeguards you configure in your request are the same keys returned in the response. If you request contentFilter and sensitiveInformation, only those two will appear in the API results. This makes it easy to map findings back to the safeguards that produced them.</li> \n</ul>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-are-the-numeric-scores-returned-by-the-invokeguardrailchecks-api-4","itemHeading":"What are the numeric scores returned by the InvokeGuardrailChecks API?","itemLongLoc":"<p>The InvokeGuardrailChecks API returns two types of numeric scores dependent on the safeguard that you apply.</p> \n<ul> \n <li><b>Severity scores:</b> With content filters and prompt attack detection, the API returns a severity score, which is a numeric value in the range [0, 1] that represents the strongest match for the safety check criteria. Specifically, the score matches content moderation or prompt attack detection. These scores are discrete with the possible values being 0, 0.2, 0.4, 0.6, 0.8, and 1.0. A score of 1 (maximum) is the strongest match, indicating the closest match to the definition of the safety check. A score of 0 (minimum) is the weakest match, indicating the content is benign.&nbsp;&nbsp;The severity score is a property of the content itself and not the certainty of the underlying model about its classification. It answers the question, \"how strongly does this content match the criteria for the safety check?\". It does not answer the question \"how sure is the underlying model?\" The score is agnostic in semantics but is specific to particular safeguards.</li> \n <li><b>Confidence scores:</b> With sensitive information filters, the API returns a confidence score that measures the model's certainty. This score indicates how certain the model is about its prediction. This is relevant to a PII detection on how confident the model is about the presence of PII entities as selected when the API is invoked. These scores are a series of continuous scores.</li> \n</ul>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#when-should-i-use-the-invokeguardrailchecks-api-and-the-applyguardrail-api-5","itemHeading":"When should I use the InvokeGuardrailChecks API and the ApplyGuardrail API?","itemLongLoc":"<p>You can use either or both APIs depending on your use case. For example, use ApplyGuardrail for your customer-facing chat interface with automatic enforcement, and InvokeGuardrailChecks within your agent loop for granular, adaptive safety checks.</p> \n<p><b>InvokeGuardrailChecks</b></p> \n<ul> \n <li>Applies targeted checks at specific points in agentic workflows.</li> \n <li>Does not require creating, versioning, or managing guardrail resources.</li> \n <li>Returns numeric scores (severity or confidence); you decide what action to take.</li> \n <li>Best suited for agentic AI workflows with per-step safety requirements.</li> \n</ul> \n<p><b>ApplyGuardrail</b></p> \n<ul> \n <li>Provides uniform enforcement across your entire application.</li> \n <li>Requires creating, versioning, and managing guardrail resources upfront.</li> \n <li>Automatically blocks, masks, or bypasses content based on pre-configured thresholds; returns a pass/fail outcome.</li> \n <li>Best suited for traditional request-response AI applications.</li> \n</ul>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-modalities-are-supported-with-bedrock-guardrails-6","itemHeading":"What modalities are supported with Bedrock Guardrails?","itemLongLoc":"<p>Bedrock Guardrails supports both text and image content to enable customers to build safe generative AI applications at scale.</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#can-i-use-guardrails-with-all-available-fms-and-tools-on-amazon-bedrock-7","itemHeading":"Can I use Guardrails with all available FMs and tools on Amazon Bedrock?","itemLongLoc":"Amazon Bedrock Guardrails works with a wide range of models including FMs supported in Amazon Bedrock, fine-tuned models, as well as self-hosted models outside Amazon Bedrock. User inputs and model outputs can be evaluated independently for third-party and self-hosted models using the ApplyGuardrail API. Amazon Bedrock Guardrails can also be integrated with Amazon Bedrock Agents and Amazon Bedrock Knowledge Bases to build safe and secure generative AI applications aligned with responsible AI policies"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-are-the-safeguard-tiers-in-bedrock-guardrails-8","itemHeading":"What are the safeguard tiers in Bedrock Guardrails?","itemLongLoc":"<p>Bedrock Guardrails provides safeguard tiers for content filters and denied topics with distinct performance characteristics and expanded language support for different application requirements and use cases. There are two tiers with Bedrock Guardrails: Standard tiers that provide robust performance with comprehensive language support. This tier requires opting into cross-region inference. Classic tier offers established functionality and limited language support of 3 languages. See <a href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-tiers.html\" target=\"_blank\" title=\"the user guide\">the user guide</a> for more details.</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-languages-are-supported-by-amazon-bedrock-guardrails-9","itemHeading":"What languages are supported by Amazon Bedrock Guardrails?","itemLongLoc":"<p>Languages support by Amazon Bedrock Guardrails depends on the filter and the tier used. See <a href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-supported-languages.html\" target=\"_blank\" title=\"the user guide\">the user guide</a> for details on the languages supported for each filter and tier. Any language that is not supported in either classic or standard tier will lead to ineffective results.</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-are-the-different-types-of-prompt-attacks-supported-with-amazon-bedrock-guardrails-10","itemHeading":"What are the different types of prompt attacks supported with Amazon Bedrock Guardrails?","itemLongLoc":"<p>Amazon Bedrock Guardrails detects and protects against the following types of prompt attacks.&nbsp;</p> \n<ul> \n <li><b>Jailbreaks </b>- Here, user prompts designed to bypass the native safety and moderation capabilities of foundation models in order to generate harmful or undesirable content are detected.</li> \n <li><b>Prompt Injection</b> - Here, user prompts designed to ignore and override instructions specified by the developer are detected.</li> \n <li><b>Prompt leakage (standard tier only)</b> - Here, user prompts designed to extract or reveal the system prompt, developer instructions, or other confidential configuration details are detected.</li> \n</ul> \n<p>See <a href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-prompt-attack.html\" title=\"here\">here </a>for details on how Guardrails protects against prompt attacks.</p> \n<p><i>Note: Prompt attack is included as part of the content filter safeguard with the ApplyGuardrail API. With the InvokeGuardrailChecks API, prompt attack is a separate safeguard that you can apply while invoking the API. When using the prompt attack filter with the InvokeGuardrailChecks API, you can specify the individual type(s) of prompt attack giving you flexibility based on your application requirements.</i></p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#how-does-amazon-bedrock-guardrails-protect-against-undesirable-or-confidential-content-with-code-11","itemHeading":"How does Amazon Bedrock Guardrails protect against undesirable or confidential content with code?","itemLongLoc":"<p>Amazon Bedrock Guardrails offers protection against harmful content within code elements including user prompts, code, comments, variable and function names, and string literals. Content filters (with standard tier) in Bedrock Guardrails now detect and filter such harmful content in code in the same way as text and image content protection. Additionally, Bedrock Guardrails offers enhanced protection with prompt leakage detection with standard tier, helping detect and prevent unintended disclosure of information from system prompts in model responses that could compromise intellectual property. Furthermore, denied topics (with standard tier) and sensitive information filters with Bedrock Guardrails now help safeguard against vulnerabilities using code within topics and help prevent inclusion of PII within code structures. </p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#how-can-i-enforce-guardrails-across-my-organization-12","itemHeading":"How can I enforce Guardrails across my organization?","itemLongLoc":"<p>Amazon Bedrock Guardrails provides the ability to implement cross-account safeguards within an organization. You can specify a Guardrail ARN that contains the required safety controls to be enforced across accounts and organization units within your Bedrock policy of your organization. Once this policy is established, all inference calls to Amazon Bedrock across accounts will automatically enforce the safety controls without explicitly calling Guardrails for each call. This organization-wide implementation enables consistent application of safety controls, reduces operational overhead, and supports the flexibility to apply account-level and application-specific guardrails for individual use case requirements. See <a title=\"here\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-enforcements.html\" target=\"_blank\">here</a> for details.</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#does-aws-offer-an-intellectual-property-indemnity-covering-copyright-claims-for-its-generative-ai-services-13","itemHeading":"Does AWS offer an intellectual property indemnity covering copyright claims for its generative AI services?","itemLongLoc":"AWS offers an uncapped intellectual property (IP) indemnity for copyright claims arising from generative output of the following generally available Amazon generative AI services: Amazon models, and other services listed in Section 50.10 of the \n<a href=\"https://aws.amazon.com/service-terms/\">Service Terms</a> (the “Indemnified Generative AI Services”). This means that customers are protected from third-party claims alleging copyright infringement by the output generated by the Indemnified Generative AI Services in response to inputs or other data provided by the customer. Customers must also use the services responsibly, such as not inputting infringing data or disabling a service’s filtering features."},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-is-the-pricing-model-for-using-amazon-bedrock-guardrails-14","itemHeading":"What is the pricing model for using Amazon Bedrock Guardrails?","itemLongLoc":"<p>Amazon Bedrock Guardrails is priced on a per-use model for both text and image content. Please see the Guardrails<a href=\"/bedrock/pricing/\" title=\"pricing page\"> pricing page</a> for pricing details.</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#are-customers-able-to-run-automated-tests-on-the-effectiveness-of-the-guardrails-they-set-is-there-a-test-case-builder-the-journalists-terminology-for-ongoing-monitoring-15","itemHeading":"Are customers able to run automated tests on the effectiveness of the Guardrails they set? Is there a “test case builder” (the journalist’s terminology) for ongoing monitoring?","itemLongLoc":"<p>Yes, Amazon Bedrock Guardrail APIs help customers run automated tests. “Test case builder” maybe something you want to use prior to deploying guardrails in production. There is no native test case builder yet. For ongoing monitoring of production traffic, guardrails help provide detailed logs of all violations for each input and output, so that customers can granularly monitor every input coming and going out of their gen AI application. These logs can be stored in Amazon CloudWatch or S3 and can be used to create custom dashboards based on customers’ requirements.</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#how-is-validation-using-automated-reasoning-checks-different-from-contextual-grounding-checks-16","itemHeading":"How is validation using Automated Reasoning checks different from Contextual Grounding checks?","itemLongLoc":"<p>Using an Automated Reasoning Policy, Automated Reasoning checks can point out both accurate claims and factual inaccuracies in content. For both accurate and inaccurate statements, Automated Reasoning check provides verifiable, logical explanations for its output. Automated Reasoning check requires upfront involvement from a domain expert to create a Policy and only supports content that defines rules. On the other hand, Contextual grounding checks in Bedrock Guardrails uses machine learning techniques to ensure the generated content closely follows the documents that were provided as input from a knowledge base, without requiring any additional upfront work. Both Automated Reasoning Checks and Contextual Grounding provide their feedback in the Guardrail API output. You can use feedback to update the generated content.</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-image-formats-are-supported-for-multimodal-content-17","itemHeading":"What image formats are supported for multimodal content?","itemLongLoc":"PNG and JPEG image formats are supported with Bedrock Guardrails."},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#how-are-you-able-to-deliver-99-correctness-of-model-responses-using-automated-reasoning-checks-in-bedrock-guardrails-18","itemHeading":"How are you able to deliver 99% correctness of model responses using Automated Reasoning checks in Bedrock Guardrails?","itemLongLoc":"<p>We use <a href=\"https://aws.amazon.com/what-is/automated-reasoning/\">Automated Reasoning</a>&nbsp;formal verification techniques alongside LLMs to identify up to 99% of the valid statements. Automated Reasoning checks' feedback on content points out ambiguity and suggests corrections for wrong or incomplete answers. The feedback makes it easy to rewrite answers until they are judged valid.</p>"},"metadata":{"tags":[{"name":"Guardrails","namespaceId":"awt-content-topics#ams#c52","id":"awt-content-topics#ams#c52#guardrails-9"}]}},{"fields":{"id":"awt-content-topics#what-is-amazon-bedrock-marketplace-0","itemHeading":"What is Amazon Bedrock Marketplace?","itemLongLoc":"Amazon Bedrock Marketplace offers customers over 100 popular, emerging, or specialized models, in addition to the serverless FMs of Amazon Bedrock so customers can easily build and optimize their generative AI applications. Within the Amazon Bedrock console, customers will be able to discover a broad catalog of FMs offered by various providers. You can then deploy these models onto fully managed endpoints, where you can choose your desired number of instances and instance types. Once the models are deployed, the models can be accessed through Amazon Bedrock’s Invoke API. For chat-tuned, text-to-text models, customers can use our new Converse API, a unified API that abstracts FM differences and enables model switching with a single parameter change. Where applicable, the models can be used with Amazon Bedrock Playground, Agents, Knowledge Bases, Prompt Management, Prompt Flows, Guardrails, and Model Evaluation."},"metadata":{"tags":[{"name":"Marketplace","namespaceId":"awt-content-topics#ams#c71","id":"awt-content-topics#ams#c71#marketplace-10"}]}},{"fields":{"id":"awt-content-topics#why-should-i-use-amazon-bedrock-marketplace-1","itemHeading":"Why should I use Amazon Bedrock Marketplace?","itemLongLoc":"You should use Amazon Bedrock Marketplace to benefit from the powerful models which are emerging rapidly as the generative AI industry continues to innovate. You can quickly access and deploy popular, emerging, and specialized models tailored to you unique requirements, which can accelerate the time-to-market, improve the accuracy, or reduce the cost of your generative AI workflows. You can access the models through Bedrock’s unified APIs and, if they are compatible with Bedrock’s Converse API, use them natively with Bedrock tools such as Agents, Knowledge Bases, and Guardrails. You can easily connect Amazon Bedrock Marketplace to Amazon Bedrock’s serverless models, all from a single place.\n<br> &nbsp;"},"metadata":{"tags":[{"name":"Marketplace","namespaceId":"awt-content-topics#ams#c71","id":"awt-content-topics#ams#c71#marketplace-10"}]}},{"fields":{"id":"awt-content-topics#how-do-i-get-started-with-amazon-bedrock-marketplace-2","itemHeading":"How do I get started with Amazon Bedrock Marketplace?","itemLongLoc":"Simply navigate to the Amazon Bedrock Model Catalog page in the Bedrock console where you can search for Amazon Bedrock Marketplace model listings along with the serverless Amazon Bedrock models. After you have selected the Amazon Bedrock Marketplace model you want to use, you can subscribe to the model through the Model Detail page, accepting the EULA and price(s) set by the provider. Once the subscription is complete, which typically takes a few minutes, you can deploy the model to a fully managed SageMaker endpoint by clicking on Deploy in the Model Detail page or by using APIs. In the deployment step, you can select your desired number of instances and instance types to meet your workload. Once the endpoint is setup, which typically takes 10 – 15 minutes, you can start making inference calls to the endpoint and use the model in Bedrock’s advanced tools, provided the model is compatible with Bedrock’s Converse API."},"metadata":{"tags":[{"name":"Marketplace","namespaceId":"awt-content-topics#ams#c71","id":"awt-content-topics#ams#c71#marketplace-10"}]}},{"fields":{"id":"awt-content-topics#can-i-fine-tune-amazon-bedrock-marketplace-models-3","itemHeading":"Can I fine-tune Amazon Bedrock Marketplace models?","itemLongLoc":"Models with architectures supported by Custom Model Import (Mistral, Mixtral, Flan, and Llama2/3/3.1/3.2) can be fine-tuned in SageMaker and made available in Amazon Bedrock via Custom Model Import. Models which are not supported by Custom Model Import can still be fine-tuned in SageMaker. However, the fine-tuned version of these models can not be used in Amazon Bedrock."},"metadata":{"tags":[{"name":"Marketplace","namespaceId":"awt-content-topics#ams#c71","id":"awt-content-topics#ams#c71#marketplace-10"}]}},{"fields":{"id":"awt-content-topics#what-is-bedrock-data-automation-0","itemHeading":"What is Bedrock Data Automation?","itemLongLoc":"What is Bedrock Data Automation? Amazon Bedrock Data Automation is a GenAI-powered capability of Bedrock that streamlines the development of generative AI applications and automates workflows involving documents, images, audio, and videos. By leveraging Bedrock Data Automation, developers can reduce development time and effort, making it easier to build intelligent document processing, media analysis, and other multimodal data-centric automation solutions. Bedrock Data Automation offers industry-leading accuracy at lower cost than alternative solutions, along with features such as visual grounding with confidence scores for explainability and built-in hallucination mitigation. This ensures trustworthy and accurate insights from unstructured, multi-modal data sources. Customers can easily customize Bedrock Data Automation output to generate specific insights in consistent formats required by their systems and applications. Developers get started with Bedrock Data Automation on the Amazon Bedrock console, where they can configure and customize output using their sample data. They can then integrate Bedrock Data Automation’s unified multi-modal inference API into their applications to process their unstructured content at production scale with high accuracy and consistency. Bedrock Data Automation is also integrated with Bedrock Knowledge Bases, making it easier for developers to generate meaningful information from their unstructured multi-modal content to provide more relevant responses for retrieval augmented generation (RAG)."},"metadata":{"tags":[{"name":"Data Automation","namespaceId":"awt-content-topics#ams#c75","id":"awt-content-topics#ams#c75#data-automation-11"}]}},{"fields":{"id":"awt-content-topics#why-should-i-use-bedrock-data-automation-1","itemHeading":"Why should I use Bedrock Data Automation?","itemLongLoc":"Bedrock Data Automation\n<strong>&nbsp;</strong>makes it easy to transform unstructured enterprise data into application-specific output formats that can be utilized by gen AI applications and ETL workflows. Customers no longer need to spend time and effort managing and orchestrating multiple models, engineering prompts, implementing safety guardrails, or stitching together outputs to align to downstream system requirements. Bedrock Data Automation delivers highly accurate, consistent, and cost-effective processing of unstructured data.&nbsp;Bedrock Data Automation is built with responsible AI in mind, providing customers with key features such as visual grounding and confidence scores, that make it easy to integrate Bedrock Data Automation within enterprise workflows."},"metadata":{"tags":[{"name":"Data Automation","namespaceId":"awt-content-topics#ams#c75","id":"awt-content-topics#ams#c75#data-automation-11"}]}},{"fields":{"id":"awt-content-topics#what-does-amazon-bedrock-data-automation-manage-on-my-behalf-2","itemHeading":"What does Amazon Bedrock Data Automation manage on my behalf?","itemLongLoc":"Bedrock Data Automation\n<strong>&nbsp;</strong>capabilities are available via a fully managed API that customers can easily integrate into their applications. Customers do not need to worry about scaling underlying compute resources, selecting and orchestrating models, or managing prompts for FMs."},"metadata":{"tags":[{"name":"Data Automation","namespaceId":"awt-content-topics#ams#c75","id":"awt-content-topics#ams#c75#data-automation-11"}]}},{"fields":{"id":"awt-content-topics#what-is-a-blueprint-3","itemHeading":"What is a blueprint?","itemLongLoc":"A blueprint is a feature that customers use to specify their output requirements using natural language or a schema editor. It includes a list of fields that they desire to extract, a data format for each field, and natural language instructions for each field. For example, developers can type, “Create a blueprint for invoices with the following fields: tax, dueDate, ReceiptDate” or “Confirm the invoice total matches the sum of line items.” They reference blueprints as part of the inference API calls so that the system returns information in the format described in the blueprint."},"metadata":{"tags":[{"name":"Data Automation","namespaceId":"awt-content-topics#ams#c75","id":"awt-content-topics#ams#c75#data-automation-11"}]}},{"fields":{"id":"awt-content-topics#what-features-and-file-formats-are-supported-per-modality-by-amazon-bedrock-data-automation-4","itemHeading":"What features and file formats are supported per modality by Amazon Bedrock Data Automation","itemLongLoc":"<p><strong>Documents</strong></p>\n<p>Bedrock Data Automation supports both standard output and custom output for documents.</p>\n<ul class=\"list-disc list-outside leading-3 -mt-2\">\n <li class=\"leading-normal -mb-2\"><p>Standard output will provide extraction of text from documents and generative output such as document summary and captions for tables/figures/diagrams. Output is returned in reading order and can optionally be grouped by layout element, which will include headers/footers/titles/tables/figures/diagrams. Standard output will be used for BDA integration with Bedrock Knowledge Bases.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Custom Output leverages blueprints, which specify output requirements using natural language or a schema editor. Blueprints include a list of fields to extract and a data format for each field.</p></li>\n</ul>\n<p>Bedrock Data Automation supports PDF, PNG, JPG, TIFF, a max of 1500 pages, and a max file size of 500MB per API request. By default, BDA will support 50 concurrent jobs and 10 transactions per second per customer.</p>\n<p><strong>Images</strong></p>\n<p>Bedrock Data Automation supports both standard output and custom output for images.</p>\n<ul class=\"list-disc list-outside leading-3 -mt-2\">\n <li class=\"leading-normal -mb-2\"><p>Standard output will provide summarization, detected explicit content, detected text, logo detection and Ad taxonomy: IAB for images. Standard output will be used for BDA integration with Bedrock Knowledge Bases.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Custom Output leverages blueprints, which specify output requirements using natural language or a schema editor. Blueprints include a list of fields to extract and a data format for each field.</p></li>\n</ul>\n<p>Bedrock Data Automation supports JPG, PNG, a max resolution of 4K, and a max file size of 5 MB per API request. By default, BDA supports a max concurrency of 20 images at 10 transactions per second (TPS) per customer.</p>\n<p><strong>Videos</strong></p>\n<p>Bedrock Data Automation supports both standard output for videos.</p>\n<ul class=\"list-disc list-outside leading-3 -mt-2\">\n <li class=\"leading-normal -mb-2\"><p>Standard output will provide full video summary, chapter segmentation, chapter summary, full audio transcription, speaker identification, detected explicit content, detected text, logo detection and Interactive Advertising Bureau (IAB) taxonomy for videos. Full video summary is optimized for content with descriptive dialogue such as product overviews, trainings, news casts, and documentaries.</p></li>\n</ul>\n<p>Bedrock Data Automation supports MOV and MKV with H.264, VP8, VP9, a max video duration of 4 hours, and a max file size of 2 GB per API request. By default, BDA supports a max concurrency of 20 videos at 10 transactions per second (TPS) per customer.</p>\n<p><strong>Audio</strong></p>\n<p>Bedrock Data Automation supports both standard output for audio.</p>\n<ul class=\"list-disc list-outside leading-3 -mt-2\">\n <li class=\"leading-normal -mb-2\"><p>Standard output will provide summarization including chapter summarization, full transcription, and detect explicit content moderation for audio files.</p></li>\n</ul>\n<p>Bedrock Data Automation supports FLAC, M4A, MP3, MP4, Ogg, WebM, WAV, a max audio duration of 4 hours, and a max file size of 2 GB per API request.</p>"},"metadata":{"tags":[{"name":"Data Automation","namespaceId":"awt-content-topics#ams#c75","id":"awt-content-topics#ams#c75#data-automation-11"}]}},{"fields":{"id":"awt-content-topics#in-which-aws-regions-is-amazon-bedrock-data-automation-available-5","itemHeading":"In which AWS regions is Amazon Bedrock Data Automation available?","itemLongLoc":"<p>Amazon Bedrock Data Automation is generally available in&nbsp;7 AWS Regions, including US West (Oregon), US East (N. Virginia) Regions, Europe (Frankfurt), Europe (London), Europe (Ireland), Asia Pacific (Mumbai) and Asia Pacific (Sydney).</p>"},"metadata":{"tags":[{"name":"Data Automation","namespaceId":"awt-content-topics#ams#c75","id":"awt-content-topics#ams#c75#data-automation-11"}]}},{"fields":{"id":"awt-content-topics#what-languages-does-amazon-bedrock-data-automation-support-6","itemHeading":"What languages does Amazon Bedrock Data Automation support?","itemLongLoc":"Amazon Bedrock Data Automation currently supports English. Additional language support is coming soon in 2025."},"metadata":{"tags":[{"name":"Data Automation","namespaceId":"awt-content-topics#ams#c75","id":"awt-content-topics#ams#c75#data-automation-11"}]}},{"fields":{"id":"awt-content-topics#what-is-amazon-bedrock-in-sagemaker-unified-studio-0","itemHeading":"What is Amazon Bedrock in SageMaker Unified Studio?","itemLongLoc":"Amazon Bedrock can be accessed through the AWS Management Console, APIs, or Amazon SageMaker Unified Studio. Within Amazon SageMaker Unified Studio, users can quickly build and iterate on generative AI applications using high-performing foundation models (FMs). Through an intuitive interface, you can experiment with models, collaborate on projects, and get streamlined access to various Bedrock tools and resources to build generative AI applications quickly."},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#how-do-i-access-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-1","itemHeading":"How do I access Amazon Bedrock's capabilities in Amazon SageMaker Unified Studio?","itemLongLoc":"<p>To access Amazon Bedrock's capabilities within Amazon SageMaker Unified Studio, developers and their admins will need to follow these steps:</p>\n<ol class=\"list-decimal list-outside leading-3 -mt-2\">\n <li class=\"leading-normal -mb-2\"><p>Create a new domain in Amazon SageMaker Unified Studio.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Enable the Gen AI application development project profile.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Access Amazon Bedrock through the Generative AI Playground (Discover) and Generative AI App Development (Build) sections, using their company's single sign-on (SSO) credentials within Amazon SageMaker Unified Studio.</p></li>\n</ol>"},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#what-are-the-key-features-and-capabilities-of-amazon-bedrock-in-amazon-sagemaker-unified-studio-how-is-it-different-from-amazon-bedrock-studio-and-amazon-bedrock-ide-2","itemHeading":"What are the key features and capabilities of Amazon Bedrock in Amazon SageMaker Unified Studio? How is it different from Amazon Bedrock Studio and Amazon Bedrock IDE?","itemLongLoc":"While Amazon Bedrock can be accessed through the AWS Management Console, APIs, or Amazon SageMaker Unified Studio, its capabilities within SageMaker Unified Studio build upon the original Amazon Bedrock Studio (that is no longer available) with several key improvements. When accessed through Amazon SageMaker Unified Studio, it provides access to advanced AI models from leading companies, tools for creating and testing AI prompts, and seamless integration with Amazon Bedrock Knowledge Bases, Amazon Bedrock Guardrails, Amazon Bedrock Flows, and Amazon Bedrock Agents. Teams can collaborate in a shared workspace to build custom AI applications tailored to their needs.\n<br> \n<br> New features include a model hub for side-by-side AI model comparison, an expanded playground supporting chat, image, and video interactions, and improved Knowledge Base creation with web crawling. It introduces Agent creation for more complex chat applications and simplifies sharing of AI apps and prompts within organizations. It also offers access to underlying application code and the ability to export chat apps as CloudFormation templates. By managing AWS infrastructure details, it enables users of various skill levels to create AI applications more efficiently, making it a more versatile and powerful tool than its predecessor.\n<br> \n<br> Amazon Bedrock IDE was renamed to better represent the core capability of Amazon Bedrock being accessed through Amazon SageMaker Unified Studio's governed environment."},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#how-does-amazon-bedrock-in-sagemaker-unified-studio-enable-collaboration-among-teams-within-an-organization-3","itemHeading":"How does Amazon Bedrock in SageMaker Unified Studio enable collaboration among teams within an organization?","itemLongLoc":"When accessing Amazon Bedrock’s interface through Amazon SageMaker Unified Studio, teams benefit from a governed environment that enables collaboration. Teams can create projects, invite colleagues, and collaboratively build generative AI applications together. They can receive quick feedback on their prototypes and share the applications with anyone in SageMaker Unified Studio or with specific users in the domain. Robust access controls and governance features allow only authorized members to access project resources such as data or the generative AI applications, supporting data privacy and compliance, and thus fostering secure cross-functional collaboration and sharing. In addition, generative AI applications can be shared from a builder to specific users in the SageMaker Unified Studio domain, or with specific individuals, allowing for proper access rights, controls, and governance of such assets."},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#why-is-amazon-bedrock-being-integrated-into-amazon-sagemaker-unified-studio-4","itemHeading":"Why is Amazon Bedrock being integrated into Amazon SageMaker Unified Studio?","itemLongLoc":"While Amazon Bedrock can be accessed through the AWS Management Console, APIs, or Amazon SageMaker Unified Studio, this integration eliminates barriers between data, tools, and developers in the generative AI development process. Teams gain a unified development experience by accessing familiar JupyterLab environments and analytics tools while seamlessly incorporating Amazon Bedrock's powerful generative AI capabilities—all within the same workspace.\n<br> \n<br> The unified environment allows seamless collaboration among developers of various skill levels throughout the development lifecycle - from data preparation to model development and generative AI application building. Teams can access integrated tools for knowledge base creation, guardrail configuration, and high-performing generative AI application development, all within a secure and governed framework.\n<br> \n<br> Within Amazon SageMaker Unified Studio, developers can effortlessly switch between different tools based on their needs, combining analytics, machine learning, and generative AI capabilities in a single workspace. This consolidated approach reduces development complexity and accelerates time-to-value for generative AI projects. By bringing Amazon Bedrock into Amazon SageMaker Unified Studio, AWS lowers the barriers to entry for generative AI development while maintaining enterprise-grade security and governance, ultimately enabling organizations to innovate faster and more effectively with generative AI."},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#when-should-i-use-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-5","itemHeading":"When should I use Amazon Bedrock's capabilities in Amazon SageMaker Unified Studio?","itemLongLoc":"<p><span>Amazon Bedrock's capabilities in Amazon SageMaker Unified Studio are ideal for enterprise teams who need a governed environment for collaboratively building and deploying generative AI applications. Through Amazon SageMaker Unified Studio, teams can access:<br>&nbsp;</span></p>\n<ul class=\"list-disc list-outside leading-3 -mt-2\">\n <li class=\"leading-normal -mb-2\"><p><span>The Generative AI Playground in the Discover section enables teams to experiment with foundation models (FMs), test different models and configurations, compare model outputs, and collaborate on prompts and applications. This environment provides a seamless way for teams to evaluate and understand the capabilities of different models before implementing them in their applications.<br>&nbsp;</span></p></li>\n <li class=\"leading-normal -mb-2\"><p><span>The Generative AI App Development in the Build section provides teams with the tools needed to create production-ready generative AI applications. Teams can create and manage Knowledge Bases, implement Guardrails for responsible AI, develop Agents and Flows, and collaborate securely while maintaining governance and compliance controls. This environment is particularly valuable for organizations that require secure collaboration and seamless access to Amazon Bedrock's full range of capabilities while maintaining enterprise security and compliance standards.</span></p></li>\n</ul>"},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#how-does-amazon-bedrock-integrate-with-other-aws-services-within-amazon-sagemaker-unified-studio-to-create-generative-ai-applications-6","itemHeading":"How does Amazon Bedrock integrate with other AWS services within Amazon SageMaker Unified Studio to create generative AI applications?","itemLongLoc":"Amazon Bedrock's capabilities are now generally available within Amazon SageMaker Unified Studio, offering a governed collaborative environment that empowers developers to rapidly create and customize generative AI applications. This intuitive interface caters to developers of all skill levels, providing seamless access to Amazon Bedrock's high-performance foundation models (FMs) and advanced customization tools for collaborative development of tailored generative AI applications.\n<br> \n<br> Within Amazon SageMaker Unified Studio, Amazon Bedrock seamlessly integrates with Amazon SageMaker's analytics, machine learning (ML), and generative AI capabilities. Organizations can move from concept to production faster by prototyping and experimenting with foundation models in Amazon Bedrock, then easily transitioning to JupyterLab notebooks or code editors to integrate these resources into broader applications and workflows. This consolidated workspace streamlines complexity, enabling faster prototyping, iteration, and deployment of production-ready, responsible generative AI applications that align with specific business requirements."},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#are-there-any-limits-or-quotas-on-the-usage-of-amazon-bedrock-in-sagemaker-unified-studio-7","itemHeading":"Are there any limits or quotas on the usage of Amazon Bedrock in SageMaker Unified Studio?","itemLongLoc":"Amazon Bedrock in SageMaker Unified Studio is bound by the account limits and quotas defined for the platform and the underlying Amazon Bedrock resources, such as foundation models (FMs), Knowledge Bases, Agents, Flows, and Guardrails."},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#what-are-the-pricing-and-billing-models-for-using-amazon-bedrock-in-sagemaker-unified-studio-8","itemHeading":"What are the pricing and billing models for using Amazon Bedrock in SageMaker Unified Studio?","itemLongLoc":"Access to Amazon Bedrock through SageMaker Unified Studio comes at no extra cost, and users only pay for the usage of the underlying resources that are required by the generative AI applications that they build. For example, customers will only pay for the associated model, Guardrail and Knowledge Base that they have used on their generative AI application. For more information, please visit the \n<a href=\"https://aws.amazon.com/bedrock/pricing/\">Amazon Bedrock pricing page</a>."},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#what-are-the-service-level-agreements-slas-for-amazon-bedrock-in-sagemaker-unified-studio-9","itemHeading":"What are the Service Level Agreements (SLAs) for Amazon Bedrock in SageMaker Unified Studio?","itemLongLoc":"Amazon Bedrock within SageMaker Unified Studio is bound by the same SLAs as Amazon Bedrock. For more information, visit the \n<a href=\"https://aws.amazon.com/bedrock/sla/?did=sla_card&amp;trk=sla_card\">Amazon Bedrock Service Level Agreement page</a>."},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topics#what-documentation-and-support-resources-are-available-for-amazon-bedrock-in-sagemaker-unified-studio-10","itemHeading":"What documentation and support resources are available for Amazon Bedrock in SageMaker Unified Studio?","itemLongLoc":"To facilitate a smooth onboarding experience with Amazon Bedrock in SageMaker Unified Studio, you can find detailed documentation in the \n<a href=\"https://docs.aws.amazon.com/sagemaker-unified-studio/latest/userguide/bedrock.html\">User Guide</a>. If you have any additional questions or need further assistance, please don't hesitate to reach out to your AWS account team."},"metadata":{"tags":[{"name":"Amazon Bedrock in SageMaker Unified Studio","namespaceId":"awt-content-topics#ams#c82","id":"awt-content-topics#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12"}]}},{"fields":{"id":"awt-content-topicsc1","itemHeading":"NA","itemLongLoc":"<p>NA</p>","patternLongLoc":"<ul> \n <li><a href=\"#ams#c1#general-0\">General</a></li> \n <li><a href=\"#ams#c12#agents-1\">Agents</a></li> \n <li><a href=\"#ams#c20#security-2\">Security</a></li> \n <li><a href=\"#ams#c24#sdk-3\">SDK</a></li> \n <li><a href=\"#ams#c26#billing-and-support-4\">Billing and support</a></li> \n <li><a href=\"#ams#c30#customization-5\">Customization</a></li> \n <li><a href=\"#ams#c37#amazon-titan-6\">Amazon Titan</a></li> \n <li><a href=\"#ams#c39#knowledge-bases--rag-7\">Knowledge Bases / RAG</a></li> \n <li><a href=\"#ams#c47#model-evaluation-8\">Model evaluation</a></li> \n <li><a href=\"#ams#c52#guardrails-9\">Guardrails</a></li> \n <li><a href=\"#ams#c71#marketplace-10\">Marketplace</a></li> \n <li><a href=\"#ams#c75#data-automation-11\">Data Automation</a></li> \n <li><a href=\"#ams#c82#amazon-bedrock-in-sagemaker-unified-studio-12\">Amazon Bedrock in SageMaker Unified Studio</a></li> \n</ul>"},"metadata":{"tags":[]}},{"fields":{"itemDark":"false","id":"ams#rt-groupable-faqc94#pattern-data","itemHeading":"NA","itemLongLoc":"<p>NA</p>"},"metadata":{"tags":[{"name":"pattern-data","description":"Default pattern data","id":"ams#rt-groupable-faqc94#pattern-data","namespaceId":"rt-groupable-faq"}]}}]},"metadata":{"auth":{},"testAttributes":{}},"context":{"page":{"pageUrl":"https://aws.amazon.com/bedrock/faqs/"},"contentType":"page","environment":{"stage":"prod","region":"us-west-2"},"sdkVersion":"2.0.26"},"refMap":{"manifest.js":"858428f611","rt-groupable-faq.rtl.css":"1f124369bc","rt-groupable-faq.css":"2783679e25","rt-groupable-faq.js":"44c729e8c6","rt-groupable-faq.css.js":"4f15b3b023","rt-groupable-faq.rtl.css.js":"62a720fc52"},"settings":{"templateMappings":{"patternDark":"itemDark","patternHeading":"patternHeading","patternSubheading":"patternSubheading","topic":"itemHeading","content":"itemLongLoc","grouping":"patternLongLoc"}}}</script> <div data-eb-tpl-root="" data-reactroot=""> <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","name":"What is Amazon Bedrock?","acceptedAnswer":{"@type":"Answer","text":"Amazon Bedrock is a fully managed service that offers a choice of industry leading foundation models (FMs) along with a broad set of capabilities that you need to build generative AI applications, simplifying development with security, privacy, and responsible AI. With the comprehensive capabilities of Amazon Bedrock, you can experiment with a variety of top FMs, customize them privately with your data using techniques such as fine-tuning and retrieval-augmented generation (RAG), and create managed agents that execute complex business tasks—from booking travel and processing insurance claims to creating ad campaigns and managing inventory—all without writing any code. Since Amazon Bedrock is serverless, you don't have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with."}},{"@type":"Question","name":"Which FMs are available in Amazon Bedrock?","acceptedAnswer":{"@type":"Answer","text":"<p>Amazon Bedrock customers can choose from some of the most cutting-edge FMs available today. This includes models from:</p> \n<ul> \n <li><a title=\"AI21 Labs\" href=\"/bedrock/ai21/\">AI21 Labs</a></li> \n <li><a title=\"Amazon\" href=\"/ai/generative-ai/nova/\">Amazon</a></li> \n <li><a title=\"Anthropic\" href=\"/bedrock/anthropic/\">Anthropic</a></li> \n <li><a title=\"Cohere\" href=\"/bedrock/cohere/\">Cohere</a></li> \n <li><a title=\"DeepSeek\" href=\"/bedrock/deepseek/\">DeepSeek</a></li> \n <li><a title=\"Luma AI\" href=\"/bedrock/luma-ai/\">Luma AI</a></li> \n <li><a title=\"Meta\" href=\"/bedrock/meta/\">Meta</a></li> \n <li><a title=\"Mistral AI\" href=\"/bedrock/mistral/\">Mistral AI</a></li> \n <li><a title=\"OpenAI\" href=\"/bedrock/openai/\">OpenAI</a></li> \n <li><a title=\"poolside\" href=\"/bedrock/poolside/\">poolsid</a>e (coming soon)</li> \n <li><a title=\"Stability AI\" href=\"/bedrock/stability-ai/\">Stability AI</a></li> \n <li><a title=\"TwelveLabs\" href=\"/bedrock/twelvelabs/\">TwelveLabs</a></li> \n <li><a title=\"Writer\" href=\"/bedrock/writer/\">Writer</a></li> \n</ul> \n<p>See here for supported foundation models from each provider:<br> <a target=\"_blank\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html\">https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html</a></p>"}},{"@type":"Question","name":"Why should I use Amazon Bedrock?","acceptedAnswer":{"@type":"Answer","text":"<p>There are five reasons to use Amazon Bedrock for building generative AI applications.</p> \n<ul class=\"list-disc list-outside leading-3 -mt-2\"> \n <li class=\"leading-normal -mb-2\"><p>Choice of leading FMs: Amazon Bedrock offers an easy-to-use developer experience to work with a broad range of high-performing FMs from leading AI companies. You can quickly experiment with a variety of FMs in the playground, and use a single API for inference regardless of the models you choose, giving you the flexibility to use FMs from different providers and keep up to date with the latest model versions with minimal code changes.</p> </li> \n <li class=\"leading-normal -mb-2\"><p>Easy model customization with your data: Privately customize FMs with your own data through a visual interface without writing any code. Simply select the training and validation data sets stored in Amazon Simple Storage Service (Amazon S3) and, if required, adjust the hyperparameters to achieve the best possible model performance.</p> </li> \n <li class=\"leading-normal -mb-2\"><p>Fully managed agents that can invoke APIs dynamically to execute tasks: Build agents that execute complex business tasks—from booking travel and processing insurance claims to creating ad campaigns, preparing tax filings, and managing your inventory—by dynamically calling your company systems and APIs. Fully managed agents for Amazon Bedrock extend the reasoning capabilities of FMs to break down tasks, create an orchestration plan, and execute it.</p> </li> \n <li class=\"leading-normal -mb-2\"><p>Native support for RAG to extend the power of FMs with proprietary data:&nbsp;With Amazon Bedrock Knowledge Bases, you can securely connect FMs to your data sources for retrieval augmentation—from within the managed service—extending the FM’s already powerful capabilities and making it more knowledgeable about your specific domain and organization.</p> </li> \n <li class=\"leading-normal -mb-2\"><p>Data security and compliance certifications: Amazon Bedrock offers several capabilities to support security and privacy requirements. Amazon Bedrock is in scope for common compliance standards such as Service and Organization Control (SOC), International Organization for Standardization (ISO), is Health Insurance Portability and Accountability Act (HIPAA) eligible, and customers can use Amazon Bedrock in compliance with the General Data Protection Regulation (GDPR). Amazon Bedrock is CSA Security Trust Assurance and Risk (STAR) Level 2 certified, which validates the use of best practices and the security posture of AWS cloud offerings. With Amazon Bedrock, your content is not used to improve the base models and is not shared with any model providers. Your data in Amazon Bedrock is always encrypted in transit and at rest, and you can optionally encrypt the data using your own keys. You can use AWS PrivateLink with Amazon Bedrock to establish private connectivity between your FMs and your Amazon Virtual Private Cloud (Amazon VPC) without exposing your traffic to the Internet.</p> </li> \n</ul>"}},{"@type":"Question","name":"How can I get started with Amazon Bedrock?","acceptedAnswer":{"@type":"Answer","text":"With the serverless experience of Amazon Bedrock, you can quickly get started. Navigate to Amazon Bedrock in the AWS Management Console and try out the FMs in the playground. You can also create an agent and test it in the console. Once you’ve identified your use case, you can easily integrate the FMs into your applications using AWS tools without having to manage any infrastructure.\n<br> Link to \n<a href=\"https://explore.skillbuilder.aws/learn/course/external/view/elearning/17508/amazon-bedrock-getting-started\" target=\"_blank\" tabindex=\"-1\">Amazon Bedrock getting started course</a>\n<br> Link to \n<a href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html\" target=\"_blank\" tabindex=\"-1\">Amazon Bedrock user guide</a>"}},{"@type":"Question","name":"What are the most common use cases for Amazon Bedrock?","acceptedAnswer":{"@type":"Answer","text":"<p>You can quickly get started with use cases:</p>\n<ul class=\"list-disc list-outside leading-3 -mt-2\">\n <li class=\"leading-normal -mb-2\"><p>Create new pieces of original content, such as short stories, essays, social media posts, and web page copy.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Search, find, and synthesize information to answer questions from a large corpus of data.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Create realistic and artistic images of various subjects, environments, and scenes from language prompts.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Help customers find what they’re looking for with more relevant and contextual product recommendations than word matching.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Get a summary of textual content such as articles, blog posts, books, and documents to get the gist without having to read the full content.</p></li>\n <li class=\"leading-normal -mb-2\"><p>Suggest products that match shopper preferences and past purchases</p></li>\n</ul>\n<p>Explore more <a target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-muted-foreground underline underline-offset-[3px] hover:text-foreground transition-colors cursor-pointer\" href=\"https://aws.amazon.com/ai/generative-ai/use-cases/\">generative AI use cases</a>.</p>"}},{"@type":"Question","name":"What is Amazon Bedrock Playground?","acceptedAnswer":{"@type":"Answer","text":"Amazon Bedrock offers a playground that allows you to experiment with various FMs using a conversational chat interface. You can provide a prompt and use a web interface inside the console to supply a prompt and use the pretrained models to generate text or images, or alternatively use a fine-tuned model that has been adapted for your use case."}},{"@type":"Question","name":"In which AWS Regions is Amazon Bedrock available?","acceptedAnswer":{"@type":"Answer","text":"For a list of AWS Regions where Amazon Bedrock is available, see&nbsp;\n<a href=\"https://docs.aws.amazon.com/general/latest/gr/bedrock.html\" tabindex=\"-1\">Amazon Bedrock endpoints and quotas</a> in the Amazon Bedrock Reference Guide."}},{"@type":"Question","name":"How do I customize a model on Amazon Bedrock?","acceptedAnswer":{"@type":"Answer","text":"You can easily fine-tune FMs on Amazon Bedrock using tagged data or by using continued pre-train feature to customize the model using non-tagged data. To get started, provide the training and validation dataset, configure hyperparameters (epochs, batch size, learning rate, warmup steps) and submit the job. Within a couple of hours, your fine-tuned model can be accessed with the same API (InvokeModel)."}}]}</script><span data-rigel-portal-reference="true"></span> <div> <div data-rg-lang="en" data-rg-locale="en-US" lang="en-US" dir="ltr"> <div data-rg-theme="indigo" data-rg-mode="light" data-rg-style-count="0"> <div class="rggc_12ed26d7 rggc_3f4d2a9c rggc_85859631 rggc_f56407eb" data-rg-n="ScrollableContentWithNav" id="ams#rt-groupable-faqc94#pattern-data" data-testid="scrollable-content-with-nav" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" class="rggc_7ca45506 rggc_4381b023"> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" data-rg-gap-size="6"> <div data-testid="sticky-wrapper" class="rggc_7cc39f3d" style="top:16px" data-rg-n="StickyWrapper"> <div class="rggc_f99f709a rggc_c0de2cd2 rggc_23885d27 rggc_f4965145" data-rg-n="ScrollContainer"> <ul data-rg-list-dir="v" class="rggc_3da1576c rggc_1035c2c9"> <li aria-current="true" aria-disabled="false" data-rg-theme="indigo" data-rg-mode="dark" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:true}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_4059e5bf rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#general--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">General</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">11</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#agents--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Agents</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">8</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#security--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Security</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">4</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#sdk--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">SDK</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">2</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#billing-and-support--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Billing and support</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">4</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#customization--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Customization</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">7</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#amazon-titan--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Titan</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">2</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#knowledge-bases-rag--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Knowledge Bases / RAG</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">8</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#model-evaluation--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Model evaluation</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">5</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#guardrails--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Guardrails</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">19</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#marketplace--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Marketplace</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">4</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#data-automation--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Data Automation</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">7</span> </div></a></li> <li aria-disabled="false" data-rg-theme="indigo" data-rg-mode="light" data-rigel-analytics="{&quot;name&quot;:&quot;ListItem&quot;,&quot;properties&quot;:{&quot;button&quot;:&quot;true&quot;,&quot;disabled&quot;:false,&quot;selected&quot;:false}}" class="rggc_8ed090e4 rggc_5299a281 rggc_5e6327f4 rggc_9add067f"><a data-rg-n="LinkWrapper" anchorref="[object Object]" href="#amazon-bedrock-in-sagemaker-unified-studio--banojj" style="text-decoration:none"><span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock in SageMaker Unified Studio</span> <div class="rggc_bb9a2578"> <span data-rg-n="Badge" class="rggc_8711ccd9 rggc_beb26dc7 rggc_a33e7134 rggc_453dc601 rggc_d27b4751">11</span> </div></a></li> </ul> </div> </div> </div> </div> <div data-rg-n="Col" class="rggc_7ca45506 rggc_24ce2692 rggc_7f4014b0 rggc_4e76427a rggc_daa51367 rggc_e5481323 rggc_bbecd22f"></div> <div data-rg-n="Col" class="rggc_7ca45506 rggc_2f390d15 rggc_2aef2225 rggc_67470d0b rggc_f962cbf7 rggc_f72cb091 rggc_62f5ad9c rggc_810c6b19"> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" data-rg-gap-size="3"> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="general--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">General</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#what-is-amazon-bedrock-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-amazon-bedrock-0-trigger" aria-controls="content-awt-content-topics#what-is-amazon-bedrock-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-amazon-bedrock-0" aria-labelledby="awt-content-topics#what-is-amazon-bedrock-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock is a fully managed service that offers a choice of industry leading foundation models (FMs) along with a broad set of capabilities that you need to build generative AI applications, simplifying development with security, privacy, and responsible AI. With the comprehensive capabilities of Amazon Bedrock, you can experiment with a variety of top FMs, customize them privately with your data using techniques such as fine-tuning and retrieval-augmented generation (RAG), and create managed agents that execute complex business tasks—from booking travel and processing insurance claims to creating ad campaigns and managing inventory—all without writing any code. Since Amazon Bedrock is serverless, you don't have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#which-fms-are-available-in-amazon-bedrock-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#which-fms-are-available-in-amazon-bedrock-1-trigger" aria-controls="content-awt-content-topics#which-fms-are-available-in-amazon-bedrock-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Which FMs are available in Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#which-fms-are-available-in-amazon-bedrock-1" aria-labelledby="awt-content-topics#which-fms-are-available-in-amazon-bedrock-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Amazon Bedrock customers can choose from some of the most cutting-edge FMs available today. This includes models from:</p> <ul> <li><a href="/bedrock/ai21/">AI21 Labs</a></li> <li><a href="/ai/generative-ai/nova/">Amazon</a></li> <li><a href="/bedrock/anthropic/">Anthropic</a></li> <li><a href="/bedrock/cohere/">Cohere</a></li> <li><a href="/bedrock/deepseek/">DeepSeek</a></li> <li><a href="/bedrock/luma-ai/">Luma AI</a></li> <li><a href="/bedrock/meta/">Meta</a></li> <li><a href="/bedrock/mistral/">Mistral AI</a></li> <li><a href="/bedrock/openai/">OpenAI</a></li> <li><a href="/bedrock/poolside/">poolsid</a>e (coming soon)</li> <li><a href="/bedrock/stability-ai/">Stability AI</a></li> <li><a href="/bedrock/twelvelabs/">TwelveLabs</a></li> <li><a href="/bedrock/writer/">Writer</a></li> </ul> <p>See here for supported foundation models from each provider:<br><a target="_blank" href="https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html">https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html</a></p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#why-should-i-use-amazon-bedrock-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#why-should-i-use-amazon-bedrock-2-trigger" aria-controls="content-awt-content-topics#why-should-i-use-amazon-bedrock-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Why should I use Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#why-should-i-use-amazon-bedrock-2" aria-labelledby="awt-content-topics#why-should-i-use-amazon-bedrock-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>There are five reasons to use Amazon Bedrock for building generative AI applications.</p> <ul> <li> <p>Choice of leading FMs: Amazon Bedrock offers an easy-to-use developer experience to work with a broad range of high-performing FMs from leading AI companies. You can quickly experiment with a variety of FMs in the playground, and use a single API for inference regardless of the models you choose, giving you the flexibility to use FMs from different providers and keep up to date with the latest model versions with minimal code changes.</p></li> <li> <p>Easy model customization with your data: Privately customize FMs with your own data through a visual interface without writing any code. Simply select the training and validation data sets stored in Amazon Simple Storage Service (Amazon S3) and, if required, adjust the hyperparameters to achieve the best possible model performance.</p></li> <li> <p>Fully managed agents that can invoke APIs dynamically to execute tasks: Build agents that execute complex business tasks—from booking travel and processing insurance claims to creating ad campaigns, preparing tax filings, and managing your inventory—by dynamically calling your company systems and APIs. Fully managed agents for Amazon Bedrock extend the reasoning capabilities of FMs to break down tasks, create an orchestration plan, and execute it.</p></li> <li> <p>Native support for RAG to extend the power of FMs with proprietary data:&nbsp;With Amazon Bedrock Knowledge Bases, you can securely connect FMs to your data sources for retrieval augmentation—from within the managed service—extending the FM’s already powerful capabilities and making it more knowledgeable about your specific domain and organization.</p></li> <li> <p>Data security and compliance certifications: Amazon Bedrock offers several capabilities to support security and privacy requirements. Amazon Bedrock is in scope for common compliance standards such as Service and Organization Control (SOC), International Organization for Standardization (ISO), is Health Insurance Portability and Accountability Act (HIPAA) eligible, and customers can use Amazon Bedrock in compliance with the General Data Protection Regulation (GDPR). Amazon Bedrock is CSA Security Trust Assurance and Risk (STAR) Level 2 certified, which validates the use of best practices and the security posture of AWS cloud offerings. With Amazon Bedrock, your content is not used to improve the base models and is not shared with any model providers. Your data in Amazon Bedrock is always encrypted in transit and at rest, and you can optionally encrypt the data using your own keys. You can use AWS PrivateLink with Amazon Bedrock to establish private connectivity between your FMs and your Amazon Virtual Private Cloud (Amazon VPC) without exposing your traffic to the Internet.</p></li> </ul></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-can-i-get-started-with-amazon-bedrock-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-can-i-get-started-with-amazon-bedrock-3-trigger" aria-controls="content-awt-content-topics#how-can-i-get-started-with-amazon-bedrock-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How can I get started with Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-can-i-get-started-with-amazon-bedrock-3" aria-labelledby="awt-content-topics#how-can-i-get-started-with-amazon-bedrock-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">With the serverless experience of Amazon Bedrock, you can quickly get started. Navigate to Amazon Bedrock in the AWS Management Console and try out the FMs in the playground. You can also create an agent and test it in the console. Once you’ve identified your use case, you can easily integrate the FMs into your applications using AWS tools without having to manage any infrastructure.<br> Link to <a href="https://explore.skillbuilder.aws/learn/course/external/view/elearning/17508/amazon-bedrock-getting-started" target="_blank">Amazon Bedrock getting started course</a><br> Link to <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html" target="_blank">Amazon Bedrock user guide</a></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-are-the-most-common-use-cases-for-amazon-bedrock-4"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-the-most-common-use-cases-for-amazon-bedrock-4-trigger" aria-controls="content-awt-content-topics#what-are-the-most-common-use-cases-for-amazon-bedrock-4" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are the most common use cases for Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-the-most-common-use-cases-for-amazon-bedrock-4" aria-labelledby="awt-content-topics#what-are-the-most-common-use-cases-for-amazon-bedrock-4-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>You can quickly get started with use cases:</p> <ul> <li> <p>Create new pieces of original content, such as short stories, essays, social media posts, and web page copy.</p></li> <li> <p>Search, find, and synthesize information to answer questions from a large corpus of data.</p></li> <li> <p>Create realistic and artistic images of various subjects, environments, and scenes from language prompts.</p></li> <li> <p>Help customers find what they’re looking for with more relevant and contextual product recommendations than word matching.</p></li> <li> <p>Get a summary of textual content such as articles, blog posts, books, and documents to get the gist without having to read the full content.</p></li> <li> <p>Suggest products that match shopper preferences and past purchases</p></li> </ul> <p>Explore more <a target="_blank" rel="noopener noreferrer nofollow" href="/ai/generative-ai/use-cases/">generative AI use cases</a>.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-is-amazon-bedrock-playground-5"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-amazon-bedrock-playground-5-trigger" aria-controls="content-awt-content-topics#what-is-amazon-bedrock-playground-5" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is Amazon Bedrock Playground?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-amazon-bedrock-playground-5" aria-labelledby="awt-content-topics#what-is-amazon-bedrock-playground-5-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock offers a playground that allows you to experiment with various FMs using a conversational chat interface. You can provide a prompt and use a web interface inside the console to supply a prompt and use the pretrained models to generate text or images, or alternatively use a fine-tuned model that has been adapted for your use case.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#in-which-aws-regions-is-amazon-bedrock-available-6"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#in-which-aws-regions-is-amazon-bedrock-available-6-trigger" aria-controls="content-awt-content-topics#in-which-aws-regions-is-amazon-bedrock-available-6" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">In which AWS Regions is Amazon Bedrock available?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#in-which-aws-regions-is-amazon-bedrock-available-6" aria-labelledby="awt-content-topics#in-which-aws-regions-is-amazon-bedrock-available-6-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">For a list of AWS Regions where Amazon Bedrock is available, see&nbsp;<a href="https://docs.aws.amazon.com/general/latest/gr/bedrock.html">Amazon Bedrock endpoints and quotas</a> in the Amazon Bedrock Reference Guide.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-do-i-customize-a-model-on-amazon-bedrock-7"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-do-i-customize-a-model-on-amazon-bedrock-7-trigger" aria-controls="content-awt-content-topics#how-do-i-customize-a-model-on-amazon-bedrock-7" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How do I customize a model on Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-do-i-customize-a-model-on-amazon-bedrock-7" aria-labelledby="awt-content-topics#how-do-i-customize-a-model-on-amazon-bedrock-7-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">You can easily fine-tune FMs on Amazon Bedrock using tagged data or by using continued pre-train feature to customize the model using non-tagged data. To get started, provide the training and validation dataset, configure hyperparameters (epochs, batch size, learning rate, warmup steps) and submit the job. Within a couple of hours, your fine-tuned model can be accessed with the same API (InvokeModel).</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#can-i-train-a-model-and-deploy-it-on-amazon-bedrock-8"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#can-i-train-a-model-and-deploy-it-on-amazon-bedrock-8-trigger" aria-controls="content-awt-content-topics#can-i-train-a-model-and-deploy-it-on-amazon-bedrock-8" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Can I train a model and deploy it on Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#can-i-train-a-model-and-deploy-it-on-amazon-bedrock-8" aria-labelledby="awt-content-topics#can-i-train-a-model-and-deploy-it-on-amazon-bedrock-8-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Yes, you can train select publicly available models and import them into the Amazon Bedrock using the Custom Model Import feature. Currently, this feature only supports Llama 2/3, Mistral, and Flan architectures. For additional information, please refer the <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/model-customization-import-model.html">documentation</a>.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-is-latency-optimized-inference-in-amazon-bedrock-9"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-latency-optimized-inference-in-amazon-bedrock-9-trigger" aria-controls="content-awt-content-topics#what-is-latency-optimized-inference-in-amazon-bedrock-9" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is latency-optimized inference in Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-latency-optimized-inference-in-amazon-bedrock-9" aria-labelledby="awt-content-topics#what-is-latency-optimized-inference-in-amazon-bedrock-9-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Available in public preview, latency-optimized inference in Amazon Bedrock offers reduced latency without compromising accuracy. As verified by Anthropic, with latency-optimized inference on Amazon Bedrock, Claude 3.5 Haiku runs faster on AWS than anywhere else. Additionally, with latency-optimized inference in Bedrock, Llama 3.1 70B and 405B runs faster on AWS than any other major cloud provider. Using purpose-built AI chips like AWS Trainium2 and advanced software optimizations in Amazon Bedrock, customers can access more options to optimize their inference for a particular use case.</p> <p>Key Features:</p> <ul> <li> <p>Reduces response times for foundation model interactions</p></li> <li> <p>Maintains accuracy while improving speed</p></li> <li> <p>Requires no additional setup or model fine-tuning</p></li> </ul> <p><strong>Supported Models</strong>: Anthropic's Claude 3.5 Haiku and Meta's Llama 3.1 models 405B and 70B</p> <p><strong>Availability</strong>: The US East (Ohio) Region via cross-region inference</p> <p>To get started, visit the <a target="_blank" rel="noopener noreferrer nofollow" href="https://signin.aws.amazon.com/signup?request_type=register">Amazon Bedrock console</a>. For more information visit the <a target="_blank" rel="noopener noreferrer nofollow" href="https://docs.aws.amazon.com/bedrock/latest/userguide/latency-optimized-inference">Amazon Bedrock documentation</a>.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-do-we-get-started-with-latency-optimized-inference-in-amazon-bedrock-10"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-do-we-get-started-with-latency-optimized-inference-in-amazon-bedrock-10-trigger" aria-controls="content-awt-content-topics#how-do-we-get-started-with-latency-optimized-inference-in-amazon-bedrock-10" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How do we get started with latency-optimized inference in Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-do-we-get-started-with-latency-optimized-inference-in-amazon-bedrock-10" aria-labelledby="awt-content-topics#how-do-we-get-started-with-latency-optimized-inference-in-amazon-bedrock-10-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Accessing the latency-optimized inference in Amazon Bedrock requires no additional setup or model fine-tuning, allowing for immediate enhancement of existing generative AI applications with faster response times. You can toggle on the “Latency optimized” parameter while invoking the Bedrock inference API.</p> <p><span>To get started, visit the&nbsp;</span><a target="_blank" rel="noopener noreferrer nofollow" href="https://signin.aws.amazon.com/signup?request_type=register">Amazon Bedrock console</a><span>. For more information visit the&nbsp;</span><a target="_blank" rel="noopener noreferrer nofollow" href="https://docs.aws.amazon.com/bedrock/latest/userguide/latency-optimized-inference">Amazon Bedrock documentation</a><span>.</span></p></span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="agents--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Agents</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#what-is-amazon-bedrock-agentcore-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-amazon-bedrock-agentcore-0-trigger" aria-controls="content-awt-content-topics#what-is-amazon-bedrock-agentcore-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is Amazon Bedrock AgentCore?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-amazon-bedrock-agentcore-0" aria-labelledby="awt-content-topics#what-is-amazon-bedrock-agentcore-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>AgentCore enables developers to accelerate AI agents into production with the scale, reliability, and security, critical to real-world deployment. AgentCore provides tools and capabilities to make agents more effective and capable, purpose-built infrastructure to securely scale agents, and controls to operate trustworthy agents. AgentCore capabilities are composable and work with popular open-source frameworks and any model, so you don’t have to choose between open-source flexibility and enterprise-grade security and reliability. Learn more about <a href="/bedrock/agentcore/">AgentCore.</a></p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#who-is-agentcore-designed-for-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#who-is-agentcore-designed-for-1-trigger" aria-controls="content-awt-content-topics#who-is-agentcore-designed-for-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Who is AgentCore designed for?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#who-is-agentcore-designed-for-1" aria-labelledby="awt-content-topics#who-is-agentcore-designed-for-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>AgentCore is designed for organizations who want to move AI agents from proofs of concept built using open source or custom agent frameworks to production. It serves developers and enterprises who need robust infrastructure to support dynamic execution paths at runtime, controls to monitor behavior, powerful tools to enhance agents, and the flexibility to adapt as the landscape evolves.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-key-capabilities-does-agentcore-provide-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-key-capabilities-does-agentcore-provide-2-trigger" aria-controls="content-awt-content-topics#what-key-capabilities-does-agentcore-provide-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What key capabilities does AgentCore provide?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-key-capabilities-does-agentcore-provide-2" aria-labelledby="awt-content-topics#what-key-capabilities-does-agentcore-provide-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>AgentCore includes services and tools that offer unique capabilities. These include:<br><b>Runtime</b>: A secure, serverless runtime purpose-built for deploying and scaling dynamic AI agents and tools.<br><br><b>Memory</b>: Makes it easy for developers to build context-aware agents by eliminating complex memory infrastructure management while providing full control over what the AI agent remembers.<br><br><b>Gateway</b>: Provides a secure way for agents to discover and use tools along with easy transformation of APIs, Lambda functions, and existing services into agent-compatible tools.<br><br><b>Policy:</b> Gives you deterministic control over what your agents can do. Define fine-grained rules using natural language or Cedar that authorize every tool call at the gateway, ensuring agents operate within defined boundaries without slowing them down.<br><br><b>Browser</b>: Provides a fast, secure, cloud-based browser runtime to enable AI agents to interact with websites at scale.<br><br><b>Code Interpreter</b>: Enables AI agents to write and execute code securely in sandbox environments, enhancing their accuracy and expanding their ability to solve complex end-to-end tasks.<br><br><b>Identity</b>: Enables AI agents to securely access AWS services and third-party tools on behalf of users or autonomously with pre-authorization.<br><br><b>Observability</b>: Gives developers complete visibility into agent workflows to trace, debug, and monitor AI agents' performance in production environments. With support for OpenTelemetry compatible telemetry and detailed visualizations of each step of the agent workflow, AgentCore enables developers to easily gain visibility into agent behavior and maintain quality standards at scale.<br><br><b>Evaluations</b>: Provides automated, continuous quality assessment for AI agents in production. Run built-in or custom evaluators against production traffic to measure performance, catch regressions early, and optimize based on real usage patterns.<br><br><b>AWS Agent Registry</b>: A centralized catalog to discover, share, and reuse agents, tools, and skills across your organization. Governed publishing workflows and semantic search ensure teams find what already exists before building from scratch.<br><br> Learn more about <a href="/bedrock/agentcore/">AgentCore.</a></p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#which-agent-frameworks-does-agentcore-support-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#which-agent-frameworks-does-agentcore-support-3-trigger" aria-controls="content-awt-content-topics#which-agent-frameworks-does-agentcore-support-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Which agent frameworks does AgentCore support?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#which-agent-frameworks-does-agentcore-support-3" aria-labelledby="awt-content-topics#which-agent-frameworks-does-agentcore-support-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>AgentCore works with any open source agent framework including popular open-source frameworks like CrewAI, LangGraph, Strands Agents, and custom frameworks.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-is-amazon-bedrock-managed-agents-powered-by-openai-preview-4"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-amazon-bedrock-managed-agents-powered-by-openai-preview-4-trigger" aria-controls="content-awt-content-topics#what-is-amazon-bedrock-managed-agents-powered-by-openai-preview-4" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is Amazon Bedrock Managed Agents, powered by OpenAI (preview)?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-amazon-bedrock-managed-agents-powered-by-openai-preview-4" aria-labelledby="awt-content-topics#what-is-amazon-bedrock-managed-agents-powered-by-openai-preview-4-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Amazon Bedrock Managed Agents, powered by OpenAI, combines OpenAI frontier reasoning models and OpenAI harness with the reliability, security, and richness of AWS services that millions of organizations already rely on. Everything your agent needs is included from the start: memory, skills, identity, security, and compute. The agent harness works with the model to manage the full reasoning cycle: understanding tasks, calling tools, observing results, and continuing until the work is done. Because memory persists across sessions, every interaction builds on the last, and your agents only get more effective over time. All model inference runs on Amazon Bedrock and your data never leaves AWS.</p> <p>Learn more on the Bedrock Managed Agents<a href="/bedrock/managed-agents-openai/" target="_blank"> overview page</a>.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-do-i-get-started-with-bedrock-managed-agents-preview-5"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-do-i-get-started-with-bedrock-managed-agents-preview-5-trigger" aria-controls="content-awt-content-topics#how-do-i-get-started-with-bedrock-managed-agents-preview-5" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How do I get started with Bedrock Managed Agents (preview)?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-do-i-get-started-with-bedrock-managed-agents-preview-5" aria-labelledby="awt-content-topics#how-do-i-get-started-with-bedrock-managed-agents-preview-5-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Bedrock Managed Agents is currently in preview. To be kept in the loop on latest developments, sign up through the<a href="https://pages.awscloud.com/GLOBAL-ln-GC-bedrock-managed-agents-interest.html" target="_blank"> interest form. </a></p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-bedrock-managed-agents-preview-relate-to-amazon-bedrock-agentcore-6"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-bedrock-managed-agents-preview-relate-to-amazon-bedrock-agentcore-6-trigger" aria-controls="content-awt-content-topics#how-does-bedrock-managed-agents-preview-relate-to-amazon-bedrock-agentcore-6" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does Bedrock Managed Agents (preview) relate to Amazon Bedrock AgentCore?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-bedrock-managed-agents-preview-relate-to-amazon-bedrock-agentcore-6" aria-labelledby="awt-content-topics#how-does-bedrock-managed-agents-preview-relate-to-amazon-bedrock-agentcore-6-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>They are designed to work together. Bedrock Managed Agents is optimized for building with OpenAI frontier models and agentic capabilities. AgentCore is the open platform to build, connect, and optimize agents at scale using any model and framework. AgentCore provides the managed execution environments for Bedrock Managed Agents, and as your agent footprint expands across your enterprise, AgentCore and Bedrock Managed Agents will provide additional capabilities such as authorization policy enforcement, agent and agent tool discovery, and observability and evaluation capabilities.&nbsp;</p> <p>Learn more about <a href="/bedrock/managed-agents-openai/" target="_blank">Bedrock Managed Agents</a> and <a href="/bedrock/agentcore/" target="_blank">AgentCore.</a></p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#i-am-using-amazon-bedrock-agents-today-should-i-switch-to-agentcore-7"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#i-am-using-amazon-bedrock-agents-today-should-i-switch-to-agentcore-7-trigger" aria-controls="content-awt-content-topics#i-am-using-amazon-bedrock-agents-today-should-i-switch-to-agentcore-7" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">I am using Amazon Bedrock Agents today. Should I switch to AgentCore?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#i-am-using-amazon-bedrock-agents-today-should-i-switch-to-agentcore-7" aria-labelledby="awt-content-topics#i-am-using-amazon-bedrock-agents-today-should-i-switch-to-agentcore-7-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>If you are using Amazon Bedrock Agents today, you can continue to use it. However, if you need additional functionalities such as being able to use any agent authoring framework (such as Strands Agents, Crew AI, LangGraph, LangChain, or LlamaIndex) and use any model along with fine-grained control on identity, memory, and observability, we recommend using AgentCore. AgentCore also provides upgraded tools and infrastructure for running agents at scale including identity, customizable long-term memory, an enhanced code interpreter tool, built-in browser tool, observability, native support for Model Context Protocol for connection to thousands of tools and a runtime with industry-leading execution time, payload size, and complete session isolation. To help customers take advantage of these improvements, we will have an option to easily export existing Bedrock Agents configurations as code that is compatible with Strands (for orchestration) and AgentCore (for production-grade deployment and more).</p></span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="security--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Security</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#is-the-content-processed-by-amazon-bedrock-moved-outside-the-aws-region-where-i-am-using-amazon-bedrock-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#is-the-content-processed-by-amazon-bedrock-moved-outside-the-aws-region-where-i-am-using-amazon-bedrock-0-trigger" aria-controls="content-awt-content-topics#is-the-content-processed-by-amazon-bedrock-moved-outside-the-aws-region-where-i-am-using-amazon-bedrock-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Is the content processed by Amazon Bedrock moved outside the AWS Region where I am using Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#is-the-content-processed-by-amazon-bedrock-moved-outside-the-aws-region-where-i-am-using-amazon-bedrock-0" aria-labelledby="awt-content-topics#is-the-content-processed-by-amazon-bedrock-moved-outside-the-aws-region-where-i-am-using-amazon-bedrock-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Any customer content processed by Amazon Bedrock is encrypted and stored at rest in the AWS Region where you are using Amazon Bedrock.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#are-user-inputs-and-model-outputs-made-available-to-third-party-model-providers-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#are-user-inputs-and-model-outputs-made-available-to-third-party-model-providers-1-trigger" aria-controls="content-awt-content-topics#are-user-inputs-and-model-outputs-made-available-to-third-party-model-providers-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Are user inputs and model outputs made available to third-party model providers?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#are-user-inputs-and-model-outputs-made-available-to-third-party-model-providers-1" aria-labelledby="awt-content-topics#are-user-inputs-and-model-outputs-made-available-to-third-party-model-providers-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">No. Users' inputs and model outputs are not shared with any model providers.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-security-and-compliance-standards-does-amazon-bedrock-support-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-security-and-compliance-standards-does-amazon-bedrock-support-2-trigger" aria-controls="content-awt-content-topics#what-security-and-compliance-standards-does-amazon-bedrock-support-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What security and compliance standards does Amazon Bedrock support?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-security-and-compliance-standards-does-amazon-bedrock-support-2" aria-labelledby="awt-content-topics#what-security-and-compliance-standards-does-amazon-bedrock-support-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock offers several capabilities to support security and privacy requirements. Amazon Bedrock is in scope for common compliance standards such as&nbsp;Fedramp Moderate, Service and Organization Control (SOC), International Organization for Standardization (ISO), Health Insurance Portability and Accountability Act (HIPAA) eligibility, and customers can use Bedrock in compliance with the General Data Protection Regulation (GDPR). Amazon Bedrock is included in the scope of the SOC 1, 2, 3 reports, allowing customers to gain insights into our security controls. We demonstrate compliance through extensive third-party audits of our AWS controls. Amazon Bedrock is one of the AWS services under ISO Compliance for the ISO 9001, ISO 27001, ISO 27017, ISO 27018, ISO 27701, ISO 22301, and ISO 20000 standards. Amazon Bedrock is CSA Security Trust Assurance and Risk (STAR) Level 2 certified, which validates the use of best practices and the security posture of AWS cloud offerings. With Amazon Bedrock, your content is not used to improve the base models and is not shared with any model providers. You can use AWS PrivateLink to establish private connectivity from Amazon VPC to Amazon Bedrock, without having to expose your data to internet traffic.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#will-aws-and-third-party-model-providers-use-customer-inputs-to-or-outputs-from-amazon-bedrock-to-train-amazon-nova-amazon-titan-or-any-third-party-models-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#will-aws-and-third-party-model-providers-use-customer-inputs-to-or-outputs-from-amazon-bedrock-to-train-amazon-nova-amazon-titan-or-any-third-party-models-3-trigger" aria-controls="content-awt-content-topics#will-aws-and-third-party-model-providers-use-customer-inputs-to-or-outputs-from-amazon-bedrock-to-train-amazon-nova-amazon-titan-or-any-third-party-models-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Will AWS and third-party model providers use customer inputs to or outputs from Amazon Bedrock to train Amazon Nova, Amazon Titan or any third-party models?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#will-aws-and-third-party-model-providers-use-customer-inputs-to-or-outputs-from-amazon-bedrock-to-train-amazon-nova-amazon-titan-or-any-third-party-models-3" aria-labelledby="awt-content-topics#will-aws-and-third-party-model-providers-use-customer-inputs-to-or-outputs-from-amazon-bedrock-to-train-amazon-nova-amazon-titan-or-any-third-party-models-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">No, AWS and the third-party model providers will not use any inputs to or outputs from Amazon Bedrock to train Amazon Nova, Amazon Titan, or any third-party models.</span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="sdk--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">SDK</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#what-sdks-are-supported-for-amazon-bedrock-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-sdks-are-supported-for-amazon-bedrock-0-trigger" aria-controls="content-awt-content-topics#what-sdks-are-supported-for-amazon-bedrock-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What SDKs are supported for Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-sdks-are-supported-for-amazon-bedrock-0" aria-labelledby="awt-content-topics#what-sdks-are-supported-for-amazon-bedrock-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock supports SDKs for runtime services. iOS and Android SDKs, as well as Java, JS, Python, CLI, .Net, Ruby, PHP, Go, and C++, support both text and speech input.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-sdks-support-streaming-functionality-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-sdks-support-streaming-functionality-1-trigger" aria-controls="content-awt-content-topics#what-sdks-support-streaming-functionality-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What SDKs support streaming functionality?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-sdks-support-streaming-functionality-1" aria-labelledby="awt-content-topics#what-sdks-support-streaming-functionality-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Streaming is supported on all the SDKs.</span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="billing-and-support--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Billing and support</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#how-much-does-amazon-bedrock-cost-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-much-does-amazon-bedrock-cost-0-trigger" aria-controls="content-awt-content-topics#how-much-does-amazon-bedrock-cost-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How much does Amazon Bedrock cost?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-much-does-amazon-bedrock-cost-0" aria-labelledby="awt-content-topics#how-much-does-amazon-bedrock-cost-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Please see the&nbsp;<strong><a href="/bedrock/pricing/">Amazon Bedrock pricing page</a></strong> for current pricing information.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-support-is-provided-for-amazon-bedrock-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-support-is-provided-for-amazon-bedrock-1-trigger" aria-controls="content-awt-content-topics#what-support-is-provided-for-amazon-bedrock-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What support is provided for Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-support-is-provided-for-amazon-bedrock-1" aria-labelledby="awt-content-topics#what-support-is-provided-for-amazon-bedrock-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Depending on your AWS Support contract, Amazon Bedrock is supported under Developer Support, Business Support and Enterprise Support plans.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-can-i-track-the-input-and-output-tokens-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-can-i-track-the-input-and-output-tokens-2-trigger" aria-controls="content-awt-content-topics#how-can-i-track-the-input-and-output-tokens-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How can I track the input and output tokens?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-can-i-track-the-input-and-output-tokens-2" aria-labelledby="awt-content-topics#how-can-i-track-the-input-and-output-tokens-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">You can use CloudWatch metrics to track the inputs and output token.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#why-do-i-see-a-billing-entry-for-aws-marketplace-for-my-usage-of-aws-bedrock-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#why-do-i-see-a-billing-entry-for-aws-marketplace-for-my-usage-of-aws-bedrock-3-trigger" aria-controls="content-awt-content-topics#why-do-i-see-a-billing-entry-for-aws-marketplace-for-my-usage-of-aws-bedrock-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Why do I see a billing entry for AWS Marketplace for my usage of AWS Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#why-do-i-see-a-billing-entry-for-aws-marketplace-for-my-usage-of-aws-bedrock-3" aria-labelledby="awt-content-topics#why-do-i-see-a-billing-entry-for-aws-marketplace-for-my-usage-of-aws-bedrock-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Customers will see an AWS Marketplace bill for certain Bedrock serverless models and Bedrock Marketplace models. This is because these models are sold by third party providers as "Third-Party Content", as described in the <a href="/service-terms/" target="_blank">AWS service terms</a> section 50.12.</span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="customization--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Customization</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#how-can-i-securely-use-my-data-to-customize-fms-available-through-amazon-bedrock-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-can-i-securely-use-my-data-to-customize-fms-available-through-amazon-bedrock-0-trigger" aria-controls="content-awt-content-topics#how-can-i-securely-use-my-data-to-customize-fms-available-through-amazon-bedrock-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How can I securely use my data to customize FMs available through Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-can-i-securely-use-my-data-to-customize-fms-available-through-amazon-bedrock-0" aria-labelledby="awt-content-topics#how-can-i-securely-use-my-data-to-customize-fms-available-through-amazon-bedrock-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">With Amazon Bedrock, you can privately customize FMs, retaining control over how your data is used and encrypted. Amazon Bedrock makes a separate copy of the base FM and trains this private copy of the model. Your data including prompts, information used to supplement a prompt, and FM responses. Customized FMs remain in the Region where the API call is processed.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-amazon-bedrock-ensure-my-data-used-in-fine-tuning-remains-private-and-confidential-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-amazon-bedrock-ensure-my-data-used-in-fine-tuning-remains-private-and-confidential-1-trigger" aria-controls="content-awt-content-topics#how-does-amazon-bedrock-ensure-my-data-used-in-fine-tuning-remains-private-and-confidential-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does Amazon Bedrock ensure my data used in fine-tuning remains private and confidential?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-amazon-bedrock-ensure-my-data-used-in-fine-tuning-remains-private-and-confidential-1" aria-labelledby="awt-content-topics#how-does-amazon-bedrock-ensure-my-data-used-in-fine-tuning-remains-private-and-confidential-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">When you’re fine-tuning a model, your data is never exposed to the public internet, never leaves the AWS network, is securely transferred through your VPC, and is encrypted in transit and at rest. Amazon Bedrock also enforces the same AWS access controls that you have with any of our other services.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#does-amazon-bedrock-support-continued-pretraining-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#does-amazon-bedrock-support-continued-pretraining-2-trigger" aria-controls="content-awt-content-topics#does-amazon-bedrock-support-continued-pretraining-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Does Amazon Bedrock support continued pretraining?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#does-amazon-bedrock-support-continued-pretraining-2" aria-labelledby="awt-content-topics#does-amazon-bedrock-support-continued-pretraining-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">We launched continued pretraining for Amazon Titan Text Express and Amazon Titan models on Amazon Bedrock. Continued pretraining allows you to continue the pretraining on an Amazon Titan base model using large amounts of unlabeled data. This type of training will adapt the model from a general domain corpus to a more specific domain corpus such as medical, law, finance, and so on, while still preserving most of the capabilities of the Amazon Titan base model.&nbsp;</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#why-should-i-use-continued-pretraining-in-amazon-bedrock-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#why-should-i-use-continued-pretraining-in-amazon-bedrock-3-trigger" aria-controls="content-awt-content-topics#why-should-i-use-continued-pretraining-in-amazon-bedrock-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Why should I use continued pretraining in Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#why-should-i-use-continued-pretraining-in-amazon-bedrock-3" aria-labelledby="awt-content-topics#why-should-i-use-continued-pretraining-in-amazon-bedrock-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Enterprises may want to build models for tasks in a specific domain. The base models may not be trained on the technical jargon used in that specific domain. Thus, directly fine-tuning the base model requires large amounts of labeled training records and a long training duration to get accurate results. To ease this burden, the customer can instead provide large amounts of unlabeled data for a continued pretraining job. This job will adapt the Amazon Titan base model to the new domain. Then the customer may fine-tune the newly pretrained custom model to downstream tasks, using significantly fewer labeled training records and with a shorter training duration.&nbsp;</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-the-continued-pretraining-feature-relate-to-other-aws-services-4"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-the-continued-pretraining-feature-relate-to-other-aws-services-4-trigger" aria-controls="content-awt-content-topics#how-does-the-continued-pretraining-feature-relate-to-other-aws-services-4" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does the continued pretraining feature relate to other AWS services?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-the-continued-pretraining-feature-relate-to-other-aws-services-4" aria-labelledby="awt-content-topics#how-does-the-continued-pretraining-feature-relate-to-other-aws-services-4-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock continued pretraining and fine-tuning have very similar requirements. For this reason, we are choosing to create unified APIs that support both continued pretraining and fine-tuning. Unification of the APIs reduces the learning curve and will help customers use standard features such as Amazon EventBridge to track long running jobs, Amazon S3 integration for fetching training data, resource tags, and model encryption.&nbsp;</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-do-i-use-continued-pre-training-5"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-do-i-use-continued-pre-training-5-trigger" aria-controls="content-awt-content-topics#how-do-i-use-continued-pre-training-5" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How do I use continued pre-training?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-do-i-use-continued-pre-training-5" aria-labelledby="awt-content-topics#how-do-i-use-continued-pre-training-5-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Continued pretraining helps you adapt the Amazon Titan models to your domain specific data while still preserving the base functionality of the Amazon Titan models. To create a continued pretraining job, navigate to the Amazon Bedrock console and click on "Custom Models." You will navigate to the custom model page that has two tabs: Models and Training jobs. Both tabs provide a “Customize Model” drop-down menu on the right. Select “Continued Pretraining” from the drop-down menu to navigate to “Create Continued Pretraining Job." You will provide the source model, name, model encryption, input data, hyper-parameters and output data. Additionally, you can provide tags, along with details about AWS Identity and Access Management (IAM) roles and resource policies for the job.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#when-do-i-use-amazon-bedrock-or-amazon-sagemaker-ai-for-model-fine-tuning-6"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#when-do-i-use-amazon-bedrock-or-amazon-sagemaker-ai-for-model-fine-tuning-6-trigger" aria-controls="content-awt-content-topics#when-do-i-use-amazon-bedrock-or-amazon-sagemaker-ai-for-model-fine-tuning-6" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">When do I use Amazon Bedrock or Amazon SageMaker AI for model fine-tuning?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#when-do-i-use-amazon-bedrock-or-amazon-sagemaker-ai-for-model-fine-tuning-6" aria-labelledby="awt-content-topics#when-do-i-use-amazon-bedrock-or-amazon-sagemaker-ai-for-model-fine-tuning-6-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>We recommend you use Amazon Bedrock for model fine-tuning when you:<br></p> <ul> <li>Are a generative AI application builder who wants a managed API-driven approach, fewer hyperparameters, and an abstraction of the complexity associated with model training.</li> <li>Require minimal infrastructure overhead, have little to no existing ML infrastructure investments to consider, and are looking to deploy quickly in a serverless manner.</li> </ul> <p>We recommend you use Amazon SageMaker AI for model fine-tuning when you:<br></p> <ul> <li>Are a data scientist, ML engineer, or AI model developer who wants access to advanced customization techniques such as knowledge distillation, supervised fine tuning, or direct preference optimization, for both full weights and parameter efficient fine-tuning. SageMaker AI also provides the ability to customize your training recipe and model architecture.</li> <li>Have established ML workflows and infrastructure investments aimed at having greater control over infrastructure and cost.</li> <li>Want greater flexibility to bring your own libraries and frameworks to optimize training workflows for better accuracy and performance.</li> </ul></span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="amazon-titan--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Amazon Titan</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#what-are-amazon-titan-models-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-amazon-titan-models-0-trigger" aria-controls="content-awt-content-topics#what-are-amazon-titan-models-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are Amazon Titan models?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-amazon-titan-models-0" aria-labelledby="awt-content-topics#what-are-amazon-titan-models-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Exclusive to Amazon Bedrock, the Amazon Titan family of models incorporates 25 years of Amazon experience innovating with AI and machine learning across the business. Amazon Titan FMs provide customers with a breadth of high-performing image, multimodal, and text model choices through a fully managed API. Amazon Titan models are created by AWS and pretrained on large datasets, making them powerful, general-purpose models built to support a variety of use cases, while also supporting the responsible use of AI. Use them as is or privately customize them with your own data. Learn more about <a href="/bedrock/titan/">Amazon Titan</a>.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#where-can-i-learn-more-about-the-data-processed-to-develop-and-train-amazon-titan-fms-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#where-can-i-learn-more-about-the-data-processed-to-develop-and-train-amazon-titan-fms-1-trigger" aria-controls="content-awt-content-topics#where-can-i-learn-more-about-the-data-processed-to-develop-and-train-amazon-titan-fms-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Where can I learn more about the data processed to develop and train Amazon Titan FMs?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#where-can-i-learn-more-about-the-data-processed-to-develop-and-train-amazon-titan-fms-1" aria-labelledby="awt-content-topics#where-can-i-learn-more-about-the-data-processed-to-develop-and-train-amazon-titan-fms-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">To learn more about data processed to develop and train Amazon Titan FMs, visit <a href="/bedrock/titan/privacy/">Amazon Titan Model Training and Privacy page</a>.</span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="knowledge-bases-rag--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Knowledge Bases / RAG</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#which-data-sources-can-i-connect-to-amazon-bedrock-knowledge-bases-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#which-data-sources-can-i-connect-to-amazon-bedrock-knowledge-bases-0-trigger" aria-controls="content-awt-content-topics#which-data-sources-can-i-connect-to-amazon-bedrock-knowledge-bases-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Which data sources can I connect to Amazon Bedrock Knowledge Bases?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#which-data-sources-can-i-connect-to-amazon-bedrock-knowledge-bases-0" aria-labelledby="awt-content-topics#which-data-sources-can-i-connect-to-amazon-bedrock-knowledge-bases-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">You can ingest content from various sources, including the web, Amazon Simple Storage Service (Amazon S3), Confluence (preview), Salesforce (preview), and SharePoint (preview). You can also programmatically ingest streaming data or data from unsupported sources. You can also connect to your structured data sources such as Redshift datawarehouse and AWS Glue data catalog.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-amazon-bedrock-knowledge-base-retrieve-data-from-structured-data-sources-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-amazon-bedrock-knowledge-base-retrieve-data-from-structured-data-sources-1-trigger" aria-controls="content-awt-content-topics#how-does-amazon-bedrock-knowledge-base-retrieve-data-from-structured-data-sources-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does Amazon Bedrock Knowledge Base retrieve data from structured data sources?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-amazon-bedrock-knowledge-base-retrieve-data-from-structured-data-sources-1" aria-labelledby="awt-content-topics#how-does-amazon-bedrock-knowledge-base-retrieve-data-from-structured-data-sources-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock Knowledge Bases provides a managed Natural Language to SQL to convert natural language into actionable SQL queries and retrieve data, allowing you to build application using data from these sources.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#does-amazon-bedrock-knowledge-bases-support-multi-turn-conversations-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#does-amazon-bedrock-knowledge-bases-support-multi-turn-conversations-2-trigger" aria-controls="content-awt-content-topics#does-amazon-bedrock-knowledge-bases-support-multi-turn-conversations-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Does Amazon Bedrock Knowledge Bases support multi-turn conversations?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#does-amazon-bedrock-knowledge-bases-support-multi-turn-conversations-2" aria-labelledby="awt-content-topics#does-amazon-bedrock-knowledge-bases-support-multi-turn-conversations-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Yes, session context management is built-in, allowing your applications to maintain context across multiple interactions, which is essential for supporting multi-turn conversations.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#does-amazon-bedrock-knowledge-bases-provide-source-attribution-for-retrieved-information-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#does-amazon-bedrock-knowledge-bases-provide-source-attribution-for-retrieved-information-3-trigger" aria-controls="content-awt-content-topics#does-amazon-bedrock-knowledge-bases-provide-source-attribution-for-retrieved-information-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Does Amazon Bedrock Knowledge Bases provide source attribution for retrieved information?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#does-amazon-bedrock-knowledge-bases-provide-source-attribution-for-retrieved-information-3" aria-labelledby="awt-content-topics#does-amazon-bedrock-knowledge-bases-provide-source-attribution-for-retrieved-information-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Yes, all information retrieved includes citations, improving transparency and minimizing the risk of hallucinations in the generated responses.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-multi-modal-capabilities-does-amazon-bedrock-knowledge-bases-offer-4"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-multi-modal-capabilities-does-amazon-bedrock-knowledge-bases-offer-4-trigger" aria-controls="content-awt-content-topics#what-multi-modal-capabilities-does-amazon-bedrock-knowledge-bases-offer-4" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What multi-modal capabilities does Amazon Bedrock Knowledge Bases offer?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-multi-modal-capabilities-does-amazon-bedrock-knowledge-bases-offer-4" aria-labelledby="awt-content-topics#what-multi-modal-capabilities-does-amazon-bedrock-knowledge-bases-offer-4-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock Knowledge Bases supports multi-modal data processing, allowing developers to build generative AI applications that analyze both text and visual data, including images, charts, diagrams, and tables. Model responses can leverage insights from visual elements in addition to text, providing. more accurate and contextually relevant answers. Additionally, source attribution for responses includes visual elements, enhancing transparency and trust in the responses.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-multi-modal-data-formats-does-amazon-bedrock-knowledge-bases-support-5"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-multi-modal-data-formats-does-amazon-bedrock-knowledge-bases-support-5-trigger" aria-controls="content-awt-content-topics#what-multi-modal-data-formats-does-amazon-bedrock-knowledge-bases-support-5" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What multi-modal data formats does Amazon Bedrock Knowledge Bases support?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-multi-modal-data-formats-does-amazon-bedrock-knowledge-bases-support-5" aria-labelledby="awt-content-topics#what-multi-modal-data-formats-does-amazon-bedrock-knowledge-bases-support-5-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock Knowledge Bases can process visually rich documents in PDF format, which may contain images, tables, charts, and diagrams. For image-only data, Bedrock Knowledge Bases supports standard image formats like JPEG and PNG, enabling search capabilities where users can retrieve relevant images based on text-based queries.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-are-the-different-parsing-options-available-in-amazon-bedrock-knowledge-bases-6"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-the-different-parsing-options-available-in-amazon-bedrock-knowledge-bases-6-trigger" aria-controls="content-awt-content-topics#what-are-the-different-parsing-options-available-in-amazon-bedrock-knowledge-bases-6" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are the different parsing options available in Amazon Bedrock Knowledge Bases?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-the-different-parsing-options-available-in-amazon-bedrock-knowledge-bases-6" aria-labelledby="awt-content-topics#what-are-the-different-parsing-options-available-in-amazon-bedrock-knowledge-bases-6-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Customers have three parsing options for Bedrock Knowledge Bases. For text-only processing, the built-in default Bedrock parser is available at no additional cost, ideal for cases where multimodal data processing is not required. Amazon Bedrock Data Automation (BDA) or foundation models can be used to parse multimodal data. For more information, refer to the <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/kb-advanced-parsing.html">product documentation</a>.&nbsp;</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-amazon-bedrock-knowledge-bases-ensure-data-security-and-manage-workflow-complexities-7"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-amazon-bedrock-knowledge-bases-ensure-data-security-and-manage-workflow-complexities-7-trigger" aria-controls="content-awt-content-topics#how-does-amazon-bedrock-knowledge-bases-ensure-data-security-and-manage-workflow-complexities-7" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does Amazon Bedrock Knowledge Bases ensure data security and manage workflow complexities?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-amazon-bedrock-knowledge-bases-ensure-data-security-and-manage-workflow-complexities-7" aria-labelledby="awt-content-topics#how-does-amazon-bedrock-knowledge-bases-ensure-data-security-and-manage-workflow-complexities-7-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock Knowledge Base handles various workflow complexities such as content comparison, failure handling, throughput control, and encryption, ensuring that your data is securely processed and managed according to AWS’s stringent security standards.</span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="model-evaluation--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Model evaluation</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#what-is-model-evaluation-on-amazon-bedrock-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-model-evaluation-on-amazon-bedrock-0-trigger" aria-controls="content-awt-content-topics#what-is-model-evaluation-on-amazon-bedrock-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is Model Evaluation on Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-model-evaluation-on-amazon-bedrock-0" aria-labelledby="awt-content-topics#what-is-model-evaluation-on-amazon-bedrock-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Model Evaluation on Amazon Bedrock allows you to evaluate, compare, and select the best FM for your use case in just a few short steps. Amazon Bedrock offers a choice of automatic evaluation and human evaluation. You can use automatic evaluation with predefined metrics such as accuracy, robustness, and toxicity. You can use human evaluation workflows for subjective or custom metrics such as friendliness, style, and alignment to brand voice. For human evaluation, you can use your in-house employees or an AWS-managed team as reviewers. Model Evaluation on Amazon Bedrock provides built-in curated datasets or you can bring your own datasets.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#against-what-metrics-can-i-evaluate-fms-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#against-what-metrics-can-i-evaluate-fms-1-trigger" aria-controls="content-awt-content-topics#against-what-metrics-can-i-evaluate-fms-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Against what metrics can I evaluate FMs?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#against-what-metrics-can-i-evaluate-fms-1" aria-labelledby="awt-content-topics#against-what-metrics-can-i-evaluate-fms-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">You can evaluate variety of predefined metrics such as accuracy, robustness, and toxicity using automatic evaluations. You can also use human evaluation workflows for subjective or custom metrics, such as friendliness, relevance, style, and alignment to brand voice.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-is-the-difference-between-human-based-and-automatic-evaluations-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-the-difference-between-human-based-and-automatic-evaluations-2-trigger" aria-controls="content-awt-content-topics#what-is-the-difference-between-human-based-and-automatic-evaluations-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is the difference between human-based and automatic evaluations?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-the-difference-between-human-based-and-automatic-evaluations-2" aria-labelledby="awt-content-topics#what-is-the-difference-between-human-based-and-automatic-evaluations-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Automatic evaluations allow you to quickly narrow down the list of available FMs against standard criteria (such as accuracy, toxicity and robustness). Human-based evaluations are often used to evaluate more nuanced or subjective criteria that require human judgment and where automatic evaluations might not exist (such as brand voice, creative intent, friendliness).</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-automatic-evaluation-work-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-automatic-evaluation-work-3-trigger" aria-controls="content-awt-content-topics#how-does-automatic-evaluation-work-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does automatic evaluation work?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-automatic-evaluation-work-3" aria-labelledby="awt-content-topics#how-does-automatic-evaluation-work-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">You can quickly evaluate Amazon Bedrock models for metrics such as accuracy, robustness, and toxicity by using curated built-in data sets or by bringing your own prompt datasets. After your prompt datasets are sent to Amazon Bedrock models for inference, the model responses are scored with evaluation algorithms for each dimension. The backend engine aggregates individual prompt response scores into summary scores and presents them through easy-to-understand visual reports.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-human-evaluation-work-4"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-human-evaluation-work-4-trigger" aria-controls="content-awt-content-topics#how-does-human-evaluation-work-4" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does human evaluation work?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-human-evaluation-work-4" aria-labelledby="awt-content-topics#how-does-human-evaluation-work-4-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock allows you to set up human review workflows in a few short steps and bring your in-house employees, or use an expert team managed by AWS, to evaluate models. Through Amazon Bedrock’s intuitive interface, humans can review and give feedback on model responses by clicking thumbs up or down, rating on a scale of 1-5, choosing the best of multiple responses, or ranking prompts. For example, a team member can be shown how two models respond to the same prompt, and then be asked to select the model that shows more accurate, relevant, or stylistic outputs. You can specify the evaluation criteria that matter to you by customizing the instructions and buttons to appear on the evaluation UI for your team. You can also provide detailed instructions with examples and the overall goal of model evaluation, so users can align their work accordingly. This method is useful to evaluate subjective criteria that require human judgement or more nuanced subject matter expertise and that cannot be easily judged by automatic evaluations.</span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="guardrails--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Guardrails</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#what-is-amazon-bedrock-guardrails-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-amazon-bedrock-guardrails-0-trigger" aria-controls="content-awt-content-topics#what-is-amazon-bedrock-guardrails-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is Amazon Bedrock Guardrails?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-amazon-bedrock-guardrails-0" aria-labelledby="awt-content-topics#what-is-amazon-bedrock-guardrails-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Amazon Bedrock Guardrails provides configurable safeguards to help safely build generative AI applications at scale. With a consistent and standard approach used across a wide range of foundation models (FMs) including FMs supported in Amazon Bedrock, fine-tuned models, and models hosted outside of Amazon Bedrock, Guardrails delivers industry-leading safety protections for your generative AI applications.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-are-the-safeguards-available-in-amazon-bedrock-guardrails--1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-the-safeguards-available-in-amazon-bedrock-guardrails--1-trigger" aria-controls="content-awt-content-topics#what-are-the-safeguards-available-in-amazon-bedrock-guardrails--1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are the safeguards available in Amazon Bedrock Guardrails? </span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-the-safeguards-available-in-amazon-bedrock-guardrails--1" aria-labelledby="awt-content-topics#what-are-the-safeguards-available-in-amazon-bedrock-guardrails--1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Amazon Bedrock Guardrails offers different safeguards to help you build safe, generative AI applications.</p> <ul> <li> <p><b>Multi modal content filters</b> –&nbsp;Helps detect and filter harmful text and/or image content across multiple categories including hate, insults, sexual, violence, misconduct, and prompt attacks.</p></li> <li> <p><b>Denied topics</b> –&nbsp;Define a set of topics that are undesirable in the context of your application. The filter will help block them if detected in user queries or model responses..</p></li> <li> <p><b>Word filters</b> –&nbsp;Configure filters to help block undesirable words, phrases, and profanity (exact match). Such words can include offensive terms, competitor names, etc.</p></li> <li> <p><b>Sensitive information filters</b> –&nbsp;Configure filters to help block or mask sensitive information, such as personally identifiable information (PII), or custom regex in user inputs and model responses. Blocking or masking is done based on probabilistic detection of sensitive information in standard formats in entities such as SSN number, Date of Birth, address, etc. This also allows configuring regular expression-based detection of patterns for identifiers.</p></li> <li> <p><b>Contextual grounding checks&nbsp;</b>–&nbsp;Helps detect and filter hallucinations if the responses are not grounded (e.g., factually inaccurate or new information) in the source information and irrelevant to user's query or instruction.</p></li> <li> <p><b>Automated Reasoning checks&nbsp;</b>–&nbsp;Helps detect factual inaccuracies in generated content, suggest corrections, and explain why responses are accurate by checking against a structured, mathematical representation of knowledge called an Automated Reasoning Policy.</p> <p>For agentic applications, the InvokeGuardrailChecks API supports content filters, prompt attack detection, and sensitive information filters as standalone, resource-less checks. See "What is the InvokeGuardrailChecks API?" below.</p></li> </ul></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-is-the-invokeguardrailchecks-api-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-the-invokeguardrailchecks-api-2-trigger" aria-controls="content-awt-content-topics#what-is-the-invokeguardrailchecks-api-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is the InvokeGuardrailChecks API?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-the-invokeguardrailchecks-api-2" aria-labelledby="awt-content-topics#what-is-the-invokeguardrailchecks-api-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>The InvokeGuardrailChecks API is targeted towards agentic AI applications and lets you apply individual safeguards at any point in your application without creating guardrail resources. This API offers a unique approach to building safe agentic AI applications with the flexibility to invoke supported safeguards at any turn in the agentic loop, empowering you to take the required action in your application logic. There is no need to create any guardrail resources up front. The API returns numeric scores for each safeguard that enables you to define custom thresholds to block, bypass, or log results for auditing purposes based on your application requirements. &nbsp;</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-the-invokeguardrailchecks-api-work-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-the-invokeguardrailchecks-api-work-3-trigger" aria-controls="content-awt-content-topics#how-does-the-invokeguardrailchecks-api-work-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does the InvokeGuardrailChecks API work?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-the-invokeguardrailchecks-api-work-3" aria-labelledby="awt-content-topics#how-does-the-invokeguardrailchecks-api-work-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>The InvokeGuardrailChecks API offers the following capabilities:</p> <ul> <li><b>Resourceless:</b> You don't need to create guardrails resources upfront. There's no CreateGuardrail step, no guardrail IDs to track, and no versions to manage. You specify which safety checks to run directly in each API request. This makes it straightforward to add, remove, or adjust checks as your workflows evolve.</li> <li><b>Detect-only:</b> The API does not block, mask, or rewrite content. It returns findings with numeric scores for each safeguard, and you decide what action to take based on your application requirements. This gives you full control to implement context-aware logic — blocking high-confidence threats, routing ambiguous findings to human review, or logging low-confidence results for audits.</li> <li><b>Symmetric request-response:</b> The safeguards you configure in your request are the same keys returned in the response. If you request contentFilter and sensitiveInformation, only those two will appear in the API results. This makes it easy to map findings back to the safeguards that produced them.</li> </ul></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-are-the-numeric-scores-returned-by-the-invokeguardrailchecks-api-4"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-the-numeric-scores-returned-by-the-invokeguardrailchecks-api-4-trigger" aria-controls="content-awt-content-topics#what-are-the-numeric-scores-returned-by-the-invokeguardrailchecks-api-4" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are the numeric scores returned by the InvokeGuardrailChecks API?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-the-numeric-scores-returned-by-the-invokeguardrailchecks-api-4" aria-labelledby="awt-content-topics#what-are-the-numeric-scores-returned-by-the-invokeguardrailchecks-api-4-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>The InvokeGuardrailChecks API returns two types of numeric scores dependent on the safeguard that you apply.</p> <ul> <li><b>Severity scores:</b> With content filters and prompt attack detection, the API returns a severity score, which is a numeric value in the range [0, 1] that represents the strongest match for the safety check criteria. Specifically, the score matches content moderation or prompt attack detection. These scores are discrete with the possible values being 0, 0.2, 0.4, 0.6, 0.8, and 1.0. A score of 1 (maximum) is the strongest match, indicating the closest match to the definition of the safety check. A score of 0 (minimum) is the weakest match, indicating the content is benign.&nbsp;&nbsp;The severity score is a property of the content itself and not the certainty of the underlying model about its classification. It answers the question, "how strongly does this content match the criteria for the safety check?". It does not answer the question "how sure is the underlying model?" The score is agnostic in semantics but is specific to particular safeguards.</li> <li><b>Confidence scores:</b> With sensitive information filters, the API returns a confidence score that measures the model's certainty. This score indicates how certain the model is about its prediction. This is relevant to a PII detection on how confident the model is about the presence of PII entities as selected when the API is invoked. These scores are a series of continuous scores.</li> </ul></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#when-should-i-use-the-invokeguardrailchecks-api-and-the-applyguardrail-api-5"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#when-should-i-use-the-invokeguardrailchecks-api-and-the-applyguardrail-api-5-trigger" aria-controls="content-awt-content-topics#when-should-i-use-the-invokeguardrailchecks-api-and-the-applyguardrail-api-5" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">When should I use the InvokeGuardrailChecks API and the ApplyGuardrail API?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#when-should-i-use-the-invokeguardrailchecks-api-and-the-applyguardrail-api-5" aria-labelledby="awt-content-topics#when-should-i-use-the-invokeguardrailchecks-api-and-the-applyguardrail-api-5-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>You can use either or both APIs depending on your use case. For example, use ApplyGuardrail for your customer-facing chat interface with automatic enforcement, and InvokeGuardrailChecks within your agent loop for granular, adaptive safety checks.</p> <p><b>InvokeGuardrailChecks</b></p> <ul> <li>Applies targeted checks at specific points in agentic workflows.</li> <li>Does not require creating, versioning, or managing guardrail resources.</li> <li>Returns numeric scores (severity or confidence); you decide what action to take.</li> <li>Best suited for agentic AI workflows with per-step safety requirements.</li> </ul> <p><b>ApplyGuardrail</b></p> <ul> <li>Provides uniform enforcement across your entire application.</li> <li>Requires creating, versioning, and managing guardrail resources upfront.</li> <li>Automatically blocks, masks, or bypasses content based on pre-configured thresholds; returns a pass/fail outcome.</li> <li>Best suited for traditional request-response AI applications.</li> </ul></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-modalities-are-supported-with-bedrock-guardrails-6"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-modalities-are-supported-with-bedrock-guardrails-6-trigger" aria-controls="content-awt-content-topics#what-modalities-are-supported-with-bedrock-guardrails-6" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What modalities are supported with Bedrock Guardrails?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-modalities-are-supported-with-bedrock-guardrails-6" aria-labelledby="awt-content-topics#what-modalities-are-supported-with-bedrock-guardrails-6-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Bedrock Guardrails supports both text and image content to enable customers to build safe generative AI applications at scale.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#can-i-use-guardrails-with-all-available-fms-and-tools-on-amazon-bedrock-7"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#can-i-use-guardrails-with-all-available-fms-and-tools-on-amazon-bedrock-7-trigger" aria-controls="content-awt-content-topics#can-i-use-guardrails-with-all-available-fms-and-tools-on-amazon-bedrock-7" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Can I use Guardrails with all available FMs and tools on Amazon Bedrock?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#can-i-use-guardrails-with-all-available-fms-and-tools-on-amazon-bedrock-7" aria-labelledby="awt-content-topics#can-i-use-guardrails-with-all-available-fms-and-tools-on-amazon-bedrock-7-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock Guardrails works with a wide range of models including FMs supported in Amazon Bedrock, fine-tuned models, as well as self-hosted models outside Amazon Bedrock. User inputs and model outputs can be evaluated independently for third-party and self-hosted models using the ApplyGuardrail API. Amazon Bedrock Guardrails can also be integrated with Amazon Bedrock Agents and Amazon Bedrock Knowledge Bases to build safe and secure generative AI applications aligned with responsible AI policies</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-are-the-safeguard-tiers-in-bedrock-guardrails-8"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-the-safeguard-tiers-in-bedrock-guardrails-8-trigger" aria-controls="content-awt-content-topics#what-are-the-safeguard-tiers-in-bedrock-guardrails-8" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are the safeguard tiers in Bedrock Guardrails?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-the-safeguard-tiers-in-bedrock-guardrails-8" aria-labelledby="awt-content-topics#what-are-the-safeguard-tiers-in-bedrock-guardrails-8-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Bedrock Guardrails provides safeguard tiers for content filters and denied topics with distinct performance characteristics and expanded language support for different application requirements and use cases. There are two tiers with Bedrock Guardrails: Standard tiers that provide robust performance with comprehensive language support. This tier requires opting into cross-region inference. Classic tier offers established functionality and limited language support of 3 languages. See <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-tiers.html" target="_blank">the user guide</a> for more details.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-languages-are-supported-by-amazon-bedrock-guardrails-9"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-languages-are-supported-by-amazon-bedrock-guardrails-9-trigger" aria-controls="content-awt-content-topics#what-languages-are-supported-by-amazon-bedrock-guardrails-9" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What languages are supported by Amazon Bedrock Guardrails?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-languages-are-supported-by-amazon-bedrock-guardrails-9" aria-labelledby="awt-content-topics#what-languages-are-supported-by-amazon-bedrock-guardrails-9-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Languages support by Amazon Bedrock Guardrails depends on the filter and the tier used. See <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-supported-languages.html" target="_blank">the user guide</a> for details on the languages supported for each filter and tier. Any language that is not supported in either classic or standard tier will lead to ineffective results.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-are-the-different-types-of-prompt-attacks-supported-with-amazon-bedrock-guardrails-10"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-the-different-types-of-prompt-attacks-supported-with-amazon-bedrock-guardrails-10-trigger" aria-controls="content-awt-content-topics#what-are-the-different-types-of-prompt-attacks-supported-with-amazon-bedrock-guardrails-10" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are the different types of prompt attacks supported with Amazon Bedrock Guardrails?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-the-different-types-of-prompt-attacks-supported-with-amazon-bedrock-guardrails-10" aria-labelledby="awt-content-topics#what-are-the-different-types-of-prompt-attacks-supported-with-amazon-bedrock-guardrails-10-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Amazon Bedrock Guardrails detects and protects against the following types of prompt attacks.&nbsp;</p> <ul> <li><b>Jailbreaks </b>- Here, user prompts designed to bypass the native safety and moderation capabilities of foundation models in order to generate harmful or undesirable content are detected.</li> <li><b>Prompt Injection</b> - Here, user prompts designed to ignore and override instructions specified by the developer are detected.</li> <li><b>Prompt leakage (standard tier only)</b> - Here, user prompts designed to extract or reveal the system prompt, developer instructions, or other confidential configuration details are detected.</li> </ul> <p>See <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-prompt-attack.html">here </a>for details on how Guardrails protects against prompt attacks.</p> <p><i>Note: Prompt attack is included as part of the content filter safeguard with the ApplyGuardrail API. With the InvokeGuardrailChecks API, prompt attack is a separate safeguard that you can apply while invoking the API. When using the prompt attack filter with the InvokeGuardrailChecks API, you can specify the individual type(s) of prompt attack giving you flexibility based on your application requirements.</i></p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-amazon-bedrock-guardrails-protect-against-undesirable-or-confidential-content-with-code-11"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-amazon-bedrock-guardrails-protect-against-undesirable-or-confidential-content-with-code-11-trigger" aria-controls="content-awt-content-topics#how-does-amazon-bedrock-guardrails-protect-against-undesirable-or-confidential-content-with-code-11" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does Amazon Bedrock Guardrails protect against undesirable or confidential content with code?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-amazon-bedrock-guardrails-protect-against-undesirable-or-confidential-content-with-code-11" aria-labelledby="awt-content-topics#how-does-amazon-bedrock-guardrails-protect-against-undesirable-or-confidential-content-with-code-11-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Amazon Bedrock Guardrails offers protection against harmful content within code elements including user prompts, code, comments, variable and function names, and string literals. Content filters (with standard tier) in Bedrock Guardrails now detect and filter such harmful content in code in the same way as text and image content protection. Additionally, Bedrock Guardrails offers enhanced protection with prompt leakage detection with standard tier, helping detect and prevent unintended disclosure of information from system prompts in model responses that could compromise intellectual property. Furthermore, denied topics (with standard tier) and sensitive information filters with Bedrock Guardrails now help safeguard against vulnerabilities using code within topics and help prevent inclusion of PII within code structures.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-can-i-enforce-guardrails-across-my-organization-12"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-can-i-enforce-guardrails-across-my-organization-12-trigger" aria-controls="content-awt-content-topics#how-can-i-enforce-guardrails-across-my-organization-12" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How can I enforce Guardrails across my organization?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-can-i-enforce-guardrails-across-my-organization-12" aria-labelledby="awt-content-topics#how-can-i-enforce-guardrails-across-my-organization-12-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Amazon Bedrock Guardrails provides the ability to implement cross-account safeguards within an organization. You can specify a Guardrail ARN that contains the required safety controls to be enforced across accounts and organization units within your Bedrock policy of your organization. Once this policy is established, all inference calls to Amazon Bedrock across accounts will automatically enforce the safety controls without explicitly calling Guardrails for each call. This organization-wide implementation enables consistent application of safety controls, reduces operational overhead, and supports the flexibility to apply account-level and application-specific guardrails for individual use case requirements. See <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-enforcements.html" target="_blank">here</a> for details.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#does-aws-offer-an-intellectual-property-indemnity-covering-copyright-claims-for-its-generative-ai-services-13"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#does-aws-offer-an-intellectual-property-indemnity-covering-copyright-claims-for-its-generative-ai-services-13-trigger" aria-controls="content-awt-content-topics#does-aws-offer-an-intellectual-property-indemnity-covering-copyright-claims-for-its-generative-ai-services-13" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Does AWS offer an intellectual property indemnity covering copyright claims for its generative AI services?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#does-aws-offer-an-intellectual-property-indemnity-covering-copyright-claims-for-its-generative-ai-services-13" aria-labelledby="awt-content-topics#does-aws-offer-an-intellectual-property-indemnity-covering-copyright-claims-for-its-generative-ai-services-13-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">AWS offers an uncapped intellectual property (IP) indemnity for copyright claims arising from generative output of the following generally available Amazon generative AI services: Amazon models, and other services listed in Section 50.10 of the <a href="/service-terms/">Service Terms</a> (the “Indemnified Generative AI Services”). This means that customers are protected from third-party claims alleging copyright infringement by the output generated by the Indemnified Generative AI Services in response to inputs or other data provided by the customer. Customers must also use the services responsibly, such as not inputting infringing data or disabling a service’s filtering features.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-is-the-pricing-model-for-using-amazon-bedrock-guardrails-14"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-the-pricing-model-for-using-amazon-bedrock-guardrails-14-trigger" aria-controls="content-awt-content-topics#what-is-the-pricing-model-for-using-amazon-bedrock-guardrails-14" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is the pricing model for using Amazon Bedrock Guardrails?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-the-pricing-model-for-using-amazon-bedrock-guardrails-14" aria-labelledby="awt-content-topics#what-is-the-pricing-model-for-using-amazon-bedrock-guardrails-14-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Amazon Bedrock Guardrails is priced on a per-use model for both text and image content. Please see the Guardrails<a href="/bedrock/pricing/"> pricing page</a> for pricing details.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#are-customers-able-to-run-automated-tests-on-the-effectiveness-of-the-guardrails-they-set-is-there-a-test-case-builder-the-journalists-terminology-for-ongoing-monitoring-15"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#are-customers-able-to-run-automated-tests-on-the-effectiveness-of-the-guardrails-they-set-is-there-a-test-case-builder-the-journalists-terminology-for-ongoing-monitoring-15-trigger" aria-controls="content-awt-content-topics#are-customers-able-to-run-automated-tests-on-the-effectiveness-of-the-guardrails-they-set-is-there-a-test-case-builder-the-journalists-terminology-for-ongoing-monitoring-15" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Are customers able to run automated tests on the effectiveness of the Guardrails they set? Is there a “test case builder” (the journalist’s terminology) for ongoing monitoring?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#are-customers-able-to-run-automated-tests-on-the-effectiveness-of-the-guardrails-they-set-is-there-a-test-case-builder-the-journalists-terminology-for-ongoing-monitoring-15" aria-labelledby="awt-content-topics#are-customers-able-to-run-automated-tests-on-the-effectiveness-of-the-guardrails-they-set-is-there-a-test-case-builder-the-journalists-terminology-for-ongoing-monitoring-15-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Yes, Amazon Bedrock Guardrail APIs help customers run automated tests. “Test case builder” maybe something you want to use prior to deploying guardrails in production. There is no native test case builder yet. For ongoing monitoring of production traffic, guardrails help provide detailed logs of all violations for each input and output, so that customers can granularly monitor every input coming and going out of their gen AI application. These logs can be stored in Amazon CloudWatch or S3 and can be used to create custom dashboards based on customers’ requirements.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-is-validation-using-automated-reasoning-checks-different-from-contextual-grounding-checks-16"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-is-validation-using-automated-reasoning-checks-different-from-contextual-grounding-checks-16-trigger" aria-controls="content-awt-content-topics#how-is-validation-using-automated-reasoning-checks-different-from-contextual-grounding-checks-16" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How is validation using Automated Reasoning checks different from Contextual Grounding checks?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-is-validation-using-automated-reasoning-checks-different-from-contextual-grounding-checks-16" aria-labelledby="awt-content-topics#how-is-validation-using-automated-reasoning-checks-different-from-contextual-grounding-checks-16-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Using an Automated Reasoning Policy, Automated Reasoning checks can point out both accurate claims and factual inaccuracies in content. For both accurate and inaccurate statements, Automated Reasoning check provides verifiable, logical explanations for its output. Automated Reasoning check requires upfront involvement from a domain expert to create a Policy and only supports content that defines rules. On the other hand, Contextual grounding checks in Bedrock Guardrails uses machine learning techniques to ensure the generated content closely follows the documents that were provided as input from a knowledge base, without requiring any additional upfront work. Both Automated Reasoning Checks and Contextual Grounding provide their feedback in the Guardrail API output. You can use feedback to update the generated content.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-image-formats-are-supported-for-multimodal-content-17"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-image-formats-are-supported-for-multimodal-content-17-trigger" aria-controls="content-awt-content-topics#what-image-formats-are-supported-for-multimodal-content-17" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What image formats are supported for multimodal content?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-image-formats-are-supported-for-multimodal-content-17" aria-labelledby="awt-content-topics#what-image-formats-are-supported-for-multimodal-content-17-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">PNG and JPEG image formats are supported with Bedrock Guardrails.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-are-you-able-to-deliver-99-correctness-of-model-responses-using-automated-reasoning-checks-in-bedrock-guardrails-18"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-are-you-able-to-deliver-99-correctness-of-model-responses-using-automated-reasoning-checks-in-bedrock-guardrails-18-trigger" aria-controls="content-awt-content-topics#how-are-you-able-to-deliver-99-correctness-of-model-responses-using-automated-reasoning-checks-in-bedrock-guardrails-18" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How are you able to deliver 99% correctness of model responses using Automated Reasoning checks in Bedrock Guardrails?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-are-you-able-to-deliver-99-correctness-of-model-responses-using-automated-reasoning-checks-in-bedrock-guardrails-18" aria-labelledby="awt-content-topics#how-are-you-able-to-deliver-99-correctness-of-model-responses-using-automated-reasoning-checks-in-bedrock-guardrails-18-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>We use <a href="/what-is/automated-reasoning/">Automated Reasoning</a>&nbsp;formal verification techniques alongside LLMs to identify up to 99% of the valid statements. Automated Reasoning checks' feedback on content points out ambiguity and suggests corrections for wrong or incomplete answers. The feedback makes it easy to rewrite answers until they are judged valid.</p></span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="marketplace--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Marketplace</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#what-is-amazon-bedrock-marketplace-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-amazon-bedrock-marketplace-0-trigger" aria-controls="content-awt-content-topics#what-is-amazon-bedrock-marketplace-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is Amazon Bedrock Marketplace?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-amazon-bedrock-marketplace-0" aria-labelledby="awt-content-topics#what-is-amazon-bedrock-marketplace-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock Marketplace offers customers over 100 popular, emerging, or specialized models, in addition to the serverless FMs of Amazon Bedrock so customers can easily build and optimize their generative AI applications. Within the Amazon Bedrock console, customers will be able to discover a broad catalog of FMs offered by various providers. You can then deploy these models onto fully managed endpoints, where you can choose your desired number of instances and instance types. Once the models are deployed, the models can be accessed through Amazon Bedrock’s Invoke API. For chat-tuned, text-to-text models, customers can use our new Converse API, a unified API that abstracts FM differences and enables model switching with a single parameter change. Where applicable, the models can be used with Amazon Bedrock Playground, Agents, Knowledge Bases, Prompt Management, Prompt Flows, Guardrails, and Model Evaluation.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#why-should-i-use-amazon-bedrock-marketplace-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#why-should-i-use-amazon-bedrock-marketplace-1-trigger" aria-controls="content-awt-content-topics#why-should-i-use-amazon-bedrock-marketplace-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Why should I use Amazon Bedrock Marketplace?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#why-should-i-use-amazon-bedrock-marketplace-1" aria-labelledby="awt-content-topics#why-should-i-use-amazon-bedrock-marketplace-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">You should use Amazon Bedrock Marketplace to benefit from the powerful models which are emerging rapidly as the generative AI industry continues to innovate. You can quickly access and deploy popular, emerging, and specialized models tailored to you unique requirements, which can accelerate the time-to-market, improve the accuracy, or reduce the cost of your generative AI workflows. You can access the models through Bedrock’s unified APIs and, if they are compatible with Bedrock’s Converse API, use them natively with Bedrock tools such as Agents, Knowledge Bases, and Guardrails. You can easily connect Amazon Bedrock Marketplace to Amazon Bedrock’s serverless models, all from a single place.<br> &nbsp;</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-do-i-get-started-with-amazon-bedrock-marketplace-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-do-i-get-started-with-amazon-bedrock-marketplace-2-trigger" aria-controls="content-awt-content-topics#how-do-i-get-started-with-amazon-bedrock-marketplace-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How do I get started with Amazon Bedrock Marketplace?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-do-i-get-started-with-amazon-bedrock-marketplace-2" aria-labelledby="awt-content-topics#how-do-i-get-started-with-amazon-bedrock-marketplace-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Simply navigate to the Amazon Bedrock Model Catalog page in the Bedrock console where you can search for Amazon Bedrock Marketplace model listings along with the serverless Amazon Bedrock models. After you have selected the Amazon Bedrock Marketplace model you want to use, you can subscribe to the model through the Model Detail page, accepting the EULA and price(s) set by the provider. Once the subscription is complete, which typically takes a few minutes, you can deploy the model to a fully managed SageMaker endpoint by clicking on Deploy in the Model Detail page or by using APIs. In the deployment step, you can select your desired number of instances and instance types to meet your workload. Once the endpoint is setup, which typically takes 10 – 15 minutes, you can start making inference calls to the endpoint and use the model in Bedrock’s advanced tools, provided the model is compatible with Bedrock’s Converse API.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#can-i-fine-tune-amazon-bedrock-marketplace-models-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#can-i-fine-tune-amazon-bedrock-marketplace-models-3-trigger" aria-controls="content-awt-content-topics#can-i-fine-tune-amazon-bedrock-marketplace-models-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Can I fine-tune Amazon Bedrock Marketplace models?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#can-i-fine-tune-amazon-bedrock-marketplace-models-3" aria-labelledby="awt-content-topics#can-i-fine-tune-amazon-bedrock-marketplace-models-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Models with architectures supported by Custom Model Import (Mistral, Mixtral, Flan, and Llama2/3/3.1/3.2) can be fine-tuned in SageMaker and made available in Amazon Bedrock via Custom Model Import. Models which are not supported by Custom Model Import can still be fine-tuned in SageMaker. However, the fine-tuned version of these models can not be used in Amazon Bedrock.</span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="data-automation--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Data Automation</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#what-is-bedrock-data-automation-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-bedrock-data-automation-0-trigger" aria-controls="content-awt-content-topics#what-is-bedrock-data-automation-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is Bedrock Data Automation?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-bedrock-data-automation-0" aria-labelledby="awt-content-topics#what-is-bedrock-data-automation-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">What is Bedrock Data Automation? Amazon Bedrock Data Automation is a GenAI-powered capability of Bedrock that streamlines the development of generative AI applications and automates workflows involving documents, images, audio, and videos. By leveraging Bedrock Data Automation, developers can reduce development time and effort, making it easier to build intelligent document processing, media analysis, and other multimodal data-centric automation solutions. Bedrock Data Automation offers industry-leading accuracy at lower cost than alternative solutions, along with features such as visual grounding with confidence scores for explainability and built-in hallucination mitigation. This ensures trustworthy and accurate insights from unstructured, multi-modal data sources. Customers can easily customize Bedrock Data Automation output to generate specific insights in consistent formats required by their systems and applications. Developers get started with Bedrock Data Automation on the Amazon Bedrock console, where they can configure and customize output using their sample data. They can then integrate Bedrock Data Automation’s unified multi-modal inference API into their applications to process their unstructured content at production scale with high accuracy and consistency. Bedrock Data Automation is also integrated with Bedrock Knowledge Bases, making it easier for developers to generate meaningful information from their unstructured multi-modal content to provide more relevant responses for retrieval augmented generation (RAG).</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#why-should-i-use-bedrock-data-automation-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#why-should-i-use-bedrock-data-automation-1-trigger" aria-controls="content-awt-content-topics#why-should-i-use-bedrock-data-automation-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Why should I use Bedrock Data Automation?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#why-should-i-use-bedrock-data-automation-1" aria-labelledby="awt-content-topics#why-should-i-use-bedrock-data-automation-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Bedrock Data Automation<strong>&nbsp;</strong>makes it easy to transform unstructured enterprise data into application-specific output formats that can be utilized by gen AI applications and ETL workflows. Customers no longer need to spend time and effort managing and orchestrating multiple models, engineering prompts, implementing safety guardrails, or stitching together outputs to align to downstream system requirements. Bedrock Data Automation delivers highly accurate, consistent, and cost-effective processing of unstructured data.&nbsp;Bedrock Data Automation is built with responsible AI in mind, providing customers with key features such as visual grounding and confidence scores, that make it easy to integrate Bedrock Data Automation within enterprise workflows.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-does-amazon-bedrock-data-automation-manage-on-my-behalf-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-does-amazon-bedrock-data-automation-manage-on-my-behalf-2-trigger" aria-controls="content-awt-content-topics#what-does-amazon-bedrock-data-automation-manage-on-my-behalf-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What does Amazon Bedrock Data Automation manage on my behalf?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-does-amazon-bedrock-data-automation-manage-on-my-behalf-2" aria-labelledby="awt-content-topics#what-does-amazon-bedrock-data-automation-manage-on-my-behalf-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Bedrock Data Automation<strong>&nbsp;</strong>capabilities are available via a fully managed API that customers can easily integrate into their applications. Customers do not need to worry about scaling underlying compute resources, selecting and orchestrating models, or managing prompts for FMs.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-is-a-blueprint-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-a-blueprint-3-trigger" aria-controls="content-awt-content-topics#what-is-a-blueprint-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is a blueprint?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-a-blueprint-3" aria-labelledby="awt-content-topics#what-is-a-blueprint-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">A blueprint is a feature that customers use to specify their output requirements using natural language or a schema editor. It includes a list of fields that they desire to extract, a data format for each field, and natural language instructions for each field. For example, developers can type, “Create a blueprint for invoices with the following fields: tax, dueDate, ReceiptDate” or “Confirm the invoice total matches the sum of line items.” They reference blueprints as part of the inference API calls so that the system returns information in the format described in the blueprint.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-features-and-file-formats-are-supported-per-modality-by-amazon-bedrock-data-automation-4"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-features-and-file-formats-are-supported-per-modality-by-amazon-bedrock-data-automation-4-trigger" aria-controls="content-awt-content-topics#what-features-and-file-formats-are-supported-per-modality-by-amazon-bedrock-data-automation-4" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What features and file formats are supported per modality by Amazon Bedrock Data Automation</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-features-and-file-formats-are-supported-per-modality-by-amazon-bedrock-data-automation-4" aria-labelledby="awt-content-topics#what-features-and-file-formats-are-supported-per-modality-by-amazon-bedrock-data-automation-4-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p><strong>Documents</strong></p> <p>Bedrock Data Automation supports both standard output and custom output for documents.</p> <ul> <li> <p>Standard output will provide extraction of text from documents and generative output such as document summary and captions for tables/figures/diagrams. Output is returned in reading order and can optionally be grouped by layout element, which will include headers/footers/titles/tables/figures/diagrams. Standard output will be used for BDA integration with Bedrock Knowledge Bases.</p></li> <li> <p>Custom Output leverages blueprints, which specify output requirements using natural language or a schema editor. Blueprints include a list of fields to extract and a data format for each field.</p></li> </ul> <p>Bedrock Data Automation supports PDF, PNG, JPG, TIFF, a max of 1500 pages, and a max file size of 500MB per API request. By default, BDA will support 50 concurrent jobs and 10 transactions per second per customer.</p> <p><strong>Images</strong></p> <p>Bedrock Data Automation supports both standard output and custom output for images.</p> <ul> <li> <p>Standard output will provide summarization, detected explicit content, detected text, logo detection and Ad taxonomy: IAB for images. Standard output will be used for BDA integration with Bedrock Knowledge Bases.</p></li> <li> <p>Custom Output leverages blueprints, which specify output requirements using natural language or a schema editor. Blueprints include a list of fields to extract and a data format for each field.</p></li> </ul> <p>Bedrock Data Automation supports JPG, PNG, a max resolution of 4K, and a max file size of 5 MB per API request. By default, BDA supports a max concurrency of 20 images at 10 transactions per second (TPS) per customer.</p> <p><strong>Videos</strong></p> <p>Bedrock Data Automation supports both standard output for videos.</p> <ul> <li> <p>Standard output will provide full video summary, chapter segmentation, chapter summary, full audio transcription, speaker identification, detected explicit content, detected text, logo detection and Interactive Advertising Bureau (IAB) taxonomy for videos. Full video summary is optimized for content with descriptive dialogue such as product overviews, trainings, news casts, and documentaries.</p></li> </ul> <p>Bedrock Data Automation supports MOV and MKV with H.264, VP8, VP9, a max video duration of 4 hours, and a max file size of 2 GB per API request. By default, BDA supports a max concurrency of 20 videos at 10 transactions per second (TPS) per customer.</p> <p><strong>Audio</strong></p> <p>Bedrock Data Automation supports both standard output for audio.</p> <ul> <li> <p>Standard output will provide summarization including chapter summarization, full transcription, and detect explicit content moderation for audio files.</p></li> </ul> <p>Bedrock Data Automation supports FLAC, M4A, MP3, MP4, Ogg, WebM, WAV, a max audio duration of 4 hours, and a max file size of 2 GB per API request.</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#in-which-aws-regions-is-amazon-bedrock-data-automation-available-5"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#in-which-aws-regions-is-amazon-bedrock-data-automation-available-5-trigger" aria-controls="content-awt-content-topics#in-which-aws-regions-is-amazon-bedrock-data-automation-available-5" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">In which AWS regions is Amazon Bedrock Data Automation available?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#in-which-aws-regions-is-amazon-bedrock-data-automation-available-5" aria-labelledby="awt-content-topics#in-which-aws-regions-is-amazon-bedrock-data-automation-available-5-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>Amazon Bedrock Data Automation is generally available in&nbsp;7 AWS Regions, including US West (Oregon), US East (N. Virginia) Regions, Europe (Frankfurt), Europe (London), Europe (Ireland), Asia Pacific (Mumbai) and Asia Pacific (Sydney).</p></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-languages-does-amazon-bedrock-data-automation-support-6"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-languages-does-amazon-bedrock-data-automation-support-6-trigger" aria-controls="content-awt-content-topics#what-languages-does-amazon-bedrock-data-automation-support-6" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What languages does Amazon Bedrock Data Automation support?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-languages-does-amazon-bedrock-data-automation-support-6" aria-labelledby="awt-content-topics#what-languages-does-amazon-bedrock-data-automation-support-6-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock Data Automation currently supports English. Additional language support is coming soon in 2025.</span> </ul> </div> </div> </div> </div> </div> </div> <div class="rggc_79e36098 rggc_5d80d8cb" data-rg-n="SpaceBetween" id="amazon-bedrock-in-sagemaker-unified-studio--banojj" data-rg-gap-size="3"> <div class="rggc_55b5e3ff"> <div class="rggc_2a302106" data-rg-n="SectionExpander"> <div class="rggc_0b5d2757"> <h2 data-rg-n="TitleText" class="rggc_8711ccd9 rggc_7047aa37 rggc_c7c3a8ba rggc_b033b5e8">Amazon Bedrock in SageMaker Unified Studio</h2><a data-rg-n="Link" href="#" role="button" tabindex="0" data-rigel-analytics="{&quot;name&quot;:&quot;SectionExpander&quot;,&quot;properties&quot;:{&quot;expandAll&quot;:true}}" class="rggc_8711ccd9 rggc_98b54368 rggc_13008707 rggc_2c43e74b rggc_275611e5 rggc_2a7f98ee">Open all</a> </div> <div data-eb-item-id="awt-content-topics#what-is-amazon-bedrock-in-sagemaker-unified-studio-0"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-is-amazon-bedrock-in-sagemaker-unified-studio-0-trigger" aria-controls="content-awt-content-topics#what-is-amazon-bedrock-in-sagemaker-unified-studio-0" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What is Amazon Bedrock in SageMaker Unified Studio?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-is-amazon-bedrock-in-sagemaker-unified-studio-0" aria-labelledby="awt-content-topics#what-is-amazon-bedrock-in-sagemaker-unified-studio-0-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock can be accessed through the AWS Management Console, APIs, or Amazon SageMaker Unified Studio. Within Amazon SageMaker Unified Studio, users can quickly build and iterate on generative AI applications using high-performing foundation models (FMs). Through an intuitive interface, you can experiment with models, collaborate on projects, and get streamlined access to various Bedrock tools and resources to build generative AI applications quickly.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-do-i-access-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-1"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-do-i-access-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-1-trigger" aria-controls="content-awt-content-topics#how-do-i-access-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-1" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How do I access Amazon Bedrock's capabilities in Amazon SageMaker Unified Studio?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-do-i-access-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-1" aria-labelledby="awt-content-topics#how-do-i-access-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-1-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p>To access Amazon Bedrock's capabilities within Amazon SageMaker Unified Studio, developers and their admins will need to follow these steps:</p> <ol> <li> <p>Create a new domain in Amazon SageMaker Unified Studio.</p></li> <li> <p>Enable the Gen AI application development project profile.</p></li> <li> <p>Access Amazon Bedrock through the Generative AI Playground (Discover) and Generative AI App Development (Build) sections, using their company's single sign-on (SSO) credentials within Amazon SageMaker Unified Studio.</p></li> </ol></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-are-the-key-features-and-capabilities-of-amazon-bedrock-in-amazon-sagemaker-unified-studio-how-is-it-different-from-amazon-bedrock-studio-and-amazon-bedrock-ide-2"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-the-key-features-and-capabilities-of-amazon-bedrock-in-amazon-sagemaker-unified-studio-how-is-it-different-from-amazon-bedrock-studio-and-amazon-bedrock-ide-2-trigger" aria-controls="content-awt-content-topics#what-are-the-key-features-and-capabilities-of-amazon-bedrock-in-amazon-sagemaker-unified-studio-how-is-it-different-from-amazon-bedrock-studio-and-amazon-bedrock-ide-2" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are the key features and capabilities of Amazon Bedrock in Amazon SageMaker Unified Studio? How is it different from Amazon Bedrock Studio and Amazon Bedrock IDE?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-the-key-features-and-capabilities-of-amazon-bedrock-in-amazon-sagemaker-unified-studio-how-is-it-different-from-amazon-bedrock-studio-and-amazon-bedrock-ide-2" aria-labelledby="awt-content-topics#what-are-the-key-features-and-capabilities-of-amazon-bedrock-in-amazon-sagemaker-unified-studio-how-is-it-different-from-amazon-bedrock-studio-and-amazon-bedrock-ide-2-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">While Amazon Bedrock can be accessed through the AWS Management Console, APIs, or Amazon SageMaker Unified Studio, its capabilities within SageMaker Unified Studio build upon the original Amazon Bedrock Studio (that is no longer available) with several key improvements. When accessed through Amazon SageMaker Unified Studio, it provides access to advanced AI models from leading companies, tools for creating and testing AI prompts, and seamless integration with Amazon Bedrock Knowledge Bases, Amazon Bedrock Guardrails, Amazon Bedrock Flows, and Amazon Bedrock Agents. Teams can collaborate in a shared workspace to build custom AI applications tailored to their needs.<br><br> New features include a model hub for side-by-side AI model comparison, an expanded playground supporting chat, image, and video interactions, and improved Knowledge Base creation with web crawling. It introduces Agent creation for more complex chat applications and simplifies sharing of AI apps and prompts within organizations. It also offers access to underlying application code and the ability to export chat apps as CloudFormation templates. By managing AWS infrastructure details, it enables users of various skill levels to create AI applications more efficiently, making it a more versatile and powerful tool than its predecessor.<br><br> Amazon Bedrock IDE was renamed to better represent the core capability of Amazon Bedrock being accessed through Amazon SageMaker Unified Studio's governed environment.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-amazon-bedrock-in-sagemaker-unified-studio-enable-collaboration-among-teams-within-an-organization-3"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-amazon-bedrock-in-sagemaker-unified-studio-enable-collaboration-among-teams-within-an-organization-3-trigger" aria-controls="content-awt-content-topics#how-does-amazon-bedrock-in-sagemaker-unified-studio-enable-collaboration-among-teams-within-an-organization-3" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does Amazon Bedrock in SageMaker Unified Studio enable collaboration among teams within an organization?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-amazon-bedrock-in-sagemaker-unified-studio-enable-collaboration-among-teams-within-an-organization-3" aria-labelledby="awt-content-topics#how-does-amazon-bedrock-in-sagemaker-unified-studio-enable-collaboration-among-teams-within-an-organization-3-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">When accessing Amazon Bedrock’s interface through Amazon SageMaker Unified Studio, teams benefit from a governed environment that enables collaboration. Teams can create projects, invite colleagues, and collaboratively build generative AI applications together. They can receive quick feedback on their prototypes and share the applications with anyone in SageMaker Unified Studio or with specific users in the domain. Robust access controls and governance features allow only authorized members to access project resources such as data or the generative AI applications, supporting data privacy and compliance, and thus fostering secure cross-functional collaboration and sharing. In addition, generative AI applications can be shared from a builder to specific users in the SageMaker Unified Studio domain, or with specific individuals, allowing for proper access rights, controls, and governance of such assets.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#why-is-amazon-bedrock-being-integrated-into-amazon-sagemaker-unified-studio-4"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#why-is-amazon-bedrock-being-integrated-into-amazon-sagemaker-unified-studio-4-trigger" aria-controls="content-awt-content-topics#why-is-amazon-bedrock-being-integrated-into-amazon-sagemaker-unified-studio-4" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Why is Amazon Bedrock being integrated into Amazon SageMaker Unified Studio?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#why-is-amazon-bedrock-being-integrated-into-amazon-sagemaker-unified-studio-4" aria-labelledby="awt-content-topics#why-is-amazon-bedrock-being-integrated-into-amazon-sagemaker-unified-studio-4-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">While Amazon Bedrock can be accessed through the AWS Management Console, APIs, or Amazon SageMaker Unified Studio, this integration eliminates barriers between data, tools, and developers in the generative AI development process. Teams gain a unified development experience by accessing familiar JupyterLab environments and analytics tools while seamlessly incorporating Amazon Bedrock's powerful generative AI capabilities—all within the same workspace.<br><br> The unified environment allows seamless collaboration among developers of various skill levels throughout the development lifecycle - from data preparation to model development and generative AI application building. Teams can access integrated tools for knowledge base creation, guardrail configuration, and high-performing generative AI application development, all within a secure and governed framework.<br><br> Within Amazon SageMaker Unified Studio, developers can effortlessly switch between different tools based on their needs, combining analytics, machine learning, and generative AI capabilities in a single workspace. This consolidated approach reduces development complexity and accelerates time-to-value for generative AI projects. By bringing Amazon Bedrock into Amazon SageMaker Unified Studio, AWS lowers the barriers to entry for generative AI development while maintaining enterprise-grade security and governance, ultimately enabling organizations to innovate faster and more effectively with generative AI.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#when-should-i-use-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-5"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#when-should-i-use-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-5-trigger" aria-controls="content-awt-content-topics#when-should-i-use-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-5" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">When should I use Amazon Bedrock's capabilities in Amazon SageMaker Unified Studio?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#when-should-i-use-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-5" aria-labelledby="awt-content-topics#when-should-i-use-amazon-bedrocks-capabilities-in-amazon-sagemaker-unified-studio-5-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5"> <p><span>Amazon Bedrock's capabilities in Amazon SageMaker Unified Studio are ideal for enterprise teams who need a governed environment for collaboratively building and deploying generative AI applications. Through Amazon SageMaker Unified Studio, teams can access:<br> &nbsp;</span></p> <ul> <li> <p><span>The Generative AI Playground in the Discover section enables teams to experiment with foundation models (FMs), test different models and configurations, compare model outputs, and collaborate on prompts and applications. This environment provides a seamless way for teams to evaluate and understand the capabilities of different models before implementing them in their applications.<br> &nbsp;</span></p></li> <li> <p><span>The Generative AI App Development in the Build section provides teams with the tools needed to create production-ready generative AI applications. Teams can create and manage Knowledge Bases, implement Guardrails for responsible AI, develop Agents and Flows, and collaborate securely while maintaining governance and compliance controls. This environment is particularly valuable for organizations that require secure collaboration and seamless access to Amazon Bedrock's full range of capabilities while maintaining enterprise security and compliance standards.</span></p></li> </ul></span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#how-does-amazon-bedrock-integrate-with-other-aws-services-within-amazon-sagemaker-unified-studio-to-create-generative-ai-applications-6"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#how-does-amazon-bedrock-integrate-with-other-aws-services-within-amazon-sagemaker-unified-studio-to-create-generative-ai-applications-6-trigger" aria-controls="content-awt-content-topics#how-does-amazon-bedrock-integrate-with-other-aws-services-within-amazon-sagemaker-unified-studio-to-create-generative-ai-applications-6" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">How does Amazon Bedrock integrate with other AWS services within Amazon SageMaker Unified Studio to create generative AI applications?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#how-does-amazon-bedrock-integrate-with-other-aws-services-within-amazon-sagemaker-unified-studio-to-create-generative-ai-applications-6" aria-labelledby="awt-content-topics#how-does-amazon-bedrock-integrate-with-other-aws-services-within-amazon-sagemaker-unified-studio-to-create-generative-ai-applications-6-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock's capabilities are now generally available within Amazon SageMaker Unified Studio, offering a governed collaborative environment that empowers developers to rapidly create and customize generative AI applications. This intuitive interface caters to developers of all skill levels, providing seamless access to Amazon Bedrock's high-performance foundation models (FMs) and advanced customization tools for collaborative development of tailored generative AI applications.<br><br> Within Amazon SageMaker Unified Studio, Amazon Bedrock seamlessly integrates with Amazon SageMaker's analytics, machine learning (ML), and generative AI capabilities. Organizations can move from concept to production faster by prototyping and experimenting with foundation models in Amazon Bedrock, then easily transitioning to JupyterLab notebooks or code editors to integrate these resources into broader applications and workflows. This consolidated workspace streamlines complexity, enabling faster prototyping, iteration, and deployment of production-ready, responsible generative AI applications that align with specific business requirements.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#are-there-any-limits-or-quotas-on-the-usage-of-amazon-bedrock-in-sagemaker-unified-studio-7"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#are-there-any-limits-or-quotas-on-the-usage-of-amazon-bedrock-in-sagemaker-unified-studio-7-trigger" aria-controls="content-awt-content-topics#are-there-any-limits-or-quotas-on-the-usage-of-amazon-bedrock-in-sagemaker-unified-studio-7" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">Are there any limits or quotas on the usage of Amazon Bedrock in SageMaker Unified Studio?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#are-there-any-limits-or-quotas-on-the-usage-of-amazon-bedrock-in-sagemaker-unified-studio-7" aria-labelledby="awt-content-topics#are-there-any-limits-or-quotas-on-the-usage-of-amazon-bedrock-in-sagemaker-unified-studio-7-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock in SageMaker Unified Studio is bound by the account limits and quotas defined for the platform and the underlying Amazon Bedrock resources, such as foundation models (FMs), Knowledge Bases, Agents, Flows, and Guardrails.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-are-the-pricing-and-billing-models-for-using-amazon-bedrock-in-sagemaker-unified-studio-8"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-the-pricing-and-billing-models-for-using-amazon-bedrock-in-sagemaker-unified-studio-8-trigger" aria-controls="content-awt-content-topics#what-are-the-pricing-and-billing-models-for-using-amazon-bedrock-in-sagemaker-unified-studio-8" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are the pricing and billing models for using Amazon Bedrock in SageMaker Unified Studio?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-the-pricing-and-billing-models-for-using-amazon-bedrock-in-sagemaker-unified-studio-8" aria-labelledby="awt-content-topics#what-are-the-pricing-and-billing-models-for-using-amazon-bedrock-in-sagemaker-unified-studio-8-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Access to Amazon Bedrock through SageMaker Unified Studio comes at no extra cost, and users only pay for the usage of the underlying resources that are required by the generative AI applications that they build. For example, customers will only pay for the associated model, Guardrail and Knowledge Base that they have used on their generative AI application. For more information, please visit the <a href="/bedrock/pricing/">Amazon Bedrock pricing page</a>.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-are-the-service-level-agreements-slas-for-amazon-bedrock-in-sagemaker-unified-studio-9"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-are-the-service-level-agreements-slas-for-amazon-bedrock-in-sagemaker-unified-studio-9-trigger" aria-controls="content-awt-content-topics#what-are-the-service-level-agreements-slas-for-amazon-bedrock-in-sagemaker-unified-studio-9" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What are the Service Level Agreements (SLAs) for Amazon Bedrock in SageMaker Unified Studio?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-are-the-service-level-agreements-slas-for-amazon-bedrock-in-sagemaker-unified-studio-9" aria-labelledby="awt-content-topics#what-are-the-service-level-agreements-slas-for-amazon-bedrock-in-sagemaker-unified-studio-9-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">Amazon Bedrock within SageMaker Unified Studio is bound by the same SLAs as Amazon Bedrock. For more information, visit the <a href="/bedrock/sla/?did=sla_card&amp;trk=sla_card">Amazon Bedrock Service Level Agreement page</a>.</span> </ul> </div> </div> </div> <div data-eb-item-id="awt-content-topics#what-documentation-and-support-resources-are-available-for-amazon-bedrock-in-sagemaker-unified-studio-10"> <div class="rggc_52cab642" data-rg-n="ItemExpander"> <h3 class="rggc_2b04aff0"><button id="awt-content-topics#what-documentation-and-support-resources-are-available-for-amazon-bedrock-in-sagemaker-unified-studio-10-trigger" aria-controls="content-awt-content-topics#what-documentation-and-support-resources-are-available-for-amazon-bedrock-in-sagemaker-unified-studio-10" aria-expanded="false" class="rggc_689e02ae" data-rigel-analytics="{&quot;name&quot;:&quot;ItemExpander&quot;,&quot;properties&quot;:{&quot;expanded&quot;:false}}"><span class="rggc_8ac8d4db"><span data-rg-n="UtilityText" class="rggc_8711ccd9 rggc_82d7eac3 rggc_aa83ac72">What documentation and support resources are available for Amazon Bedrock in SageMaker Unified Studio?</span></span><span role="presentation" class="rggc_402fdb7a rggc_5bc80b90" data-rg-n="ToggleableIcon"></span></button></h3> <div id="content-awt-content-topics#what-documentation-and-support-resources-are-available-for-amazon-bedrock-in-sagemaker-unified-studio-10" aria-labelledby="awt-content-topics#what-documentation-and-support-resources-are-available-for-amazon-bedrock-in-sagemaker-unified-studio-10-trigger" class="rggc_ee6c06e6"> <ul class="rggc_b8c1571b"> <span data-rg-n="BodyText" class="rggc_8711ccd9 rggc_98b54368 rggc_275611e5">To facilitate a smooth onboarding experience with Amazon Bedrock in SageMaker Unified Studio, you can find detailed documentation in the <a href="https://docs.aws.amazon.com/sagemaker-unified-studio/latest/userguide/bedrock.html">User Guide</a>. If you have any additional questions or need further assistance, please don't hesitate to reach out to your AWS account team.</span> </ul> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="co-mbox" data-co-mbox="en_agentcore-build-2026-mid-page-banner-mbox" style="visibility: hidden;"> <div id="co-mbox-b3165204b0" class="cmp-container"> </div> </div> </div> <div id="container-8e6d78e90a" class="cmp-container"> <div data-custom-params="{}" data-trk-params="{}"> <div data-eb-slot="awsm-58369240-0fcd-451e-92b3-8778e027e31c" data-eb-slot-meta="{'version':'1.0','slotId':'awsm-58369240-0fcd-451e-92b3-8778e027e31c','slotName':'null','experienceId':'bd7a2d5a-9948-11ee-b9d1-0242ac120002','allowBlank':false,'hasAltExp':false,'isRTR':false,'dataKey':'null','filters':{'limit':1}}"> <div data-eb-tpl-n="awsm-rt/rt-da-deluxe-card-collection" data-eb-tpl-v="1.0.0" data-eb-ce="" data-eb-c-scope="58369240-0fcd-451e-92b3-8778e027e31c" data-eb-d-scope="INLINE" data-eb-locale="en-US" data-eb-296e56b6="" data-eb-ssr-ce="" data-eb-tpl-ns="awsmRT" data-eb-hydrated="pending"> <script type="application/json">{"data":{"items":[{"fields":{"itemCTAURL":"https://catalog.us-east-1.prod.workshops.aws/workshops/a4bdb007-5600-4368-81c5-ff5b4154f518/en-US","itemMediaAltText":"Missing alt text value","itemOption":"gradient","itemMediaAltText2":"Missing alt text value","id":"ams#c1","itemCTALabel":"Gain hands-on experience","itemHeading":"Explore common generative AI use cases with Amazon Bedrock Workshop","itemBoolean":"false"},"metadata":{"tags":[{"name":"Tutorial","description":"Default pattern data","id":"ams#c1","namespaceId":"#badges"}]}},{"fields":{"itemCTAURL":"https://youtu.be/ab1mbj0acDo","itemMediaAltText":"Missing alt text value","itemOption":"gradient","itemMediaAltText2":"Missing alt text value","id":"ams#c2","itemCTALabel":"Watch the video","itemHeading":"Get started with a step-by-step tutorial","itemBoolean":"false"},"metadata":{"tags":[{"name":"Video","description":"Default pattern data","id":"ams#c2","namespaceId":"#badges"}]}},{"fields":{"patternHeading":"How to get started","patternBoolean2":"false","id":"ams#card-deluxec3#pattern-data","patternTextNoLoc":"light","patternBoolean":"0","patternCTAURL":"https://aws.amazon.com"},"metadata":{"tags":[{"name":"pattern-data","description":"Default pattern data","id":"ams#card-deluxec3#pattern-data","namespaceId":"card-deluxe"}]}}]},"metadata":{"auth":{},"testAttributes":{}},"context":{"page":{"pageUrl":"https://aws.amazon.com/bedrock/faqs/"},"contentType":"page","environment":{"stage":"prod","region":"us-west-2"},"sdkVersion":"2.0.26"},"refMap":{"manifest.js":"b0d4835ac1","rt-da-deluxe-card-collection.rtl.css":"29e9381197","rt-da-deluxe-card-collection.js":"48e3aca14b","rt-da-deluxe-card-collection.css":"cfe5fecff9","rt-da-deluxe-card-collection.css.js":"2796b7f2c4","rt-da-deluxe-card-collection.rtl.css.js":"28de4980d7"},"settings":{"templateMappings":{"color":"itemTextNoLoc","dark":"itemBoolean","href":"itemCTAURL","ctaLabel":"itemCTALabel","image":"itemMediaURL","imageAlt":"itemMediaAltText","title":"itemHeading","variant":"itemOption","patternTheme":"patternTextNoLoc","patternDark":"patternBoolean2","patternCTALabel":"patternCTALabel","patternCTALink":"patternCTAURL","patternFeatured":"patternBoolean","patternTitle":"patternHeading","patternSubtitle":"patternSubheading","patternVariant":"itemTextLoc","logoAlt":"itemMediaAltText2","logo":"itemMediaURL2"}}}</script> <div data-eb-tpl-root="" data-reactroot=""> <div> <div data-rg-lang="en" data-rg-locale="en-US" lang="en-US" dir="ltr"> <div data-rg-theme="fuchsia" data-rg-mode="light" data-rg-style-count="0"> <div id="how-to-get-started" class="rgdc_70747978 rgdc_ddb4146d" data-rg-n="JumpLinkContainer"> <div data-rg-n="GridStack" class="rgdc_92ef7532" style="--rg-gridstack-gap:var(--rg-margin-2)"> <div class="rgdc_12ed26d7 rgdc_85859631 rgdc_f56407eb" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" class="rgdc_7ca45506 rgdc_f6ca794c"> <div class="rgdc_21f15a5f" data-rg-n="TemplateHeader"> <div class="rgdc_12ed26d7 rgdc_85859631" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" class="rgdc_7ca45506 rgdc_2f390d15 rgdc_b17ba09f rgdc_67470d0b rgdc_f962cbf7 rgdc_f72cb091 rgdc_62f5ad9c"> <h2 data-rg-n="HeadingText" class="rgdc_8711ccd9 rgdc_5d220f64 rgdc_26b3f3ee">How to get started</h2> </div> </div> </div> </div> </div> <div class="rgdc_12ed26d7 rgdc_85859631 rgdc_f56407eb" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" data-eb-item-id="ams#c1" class="rgdc_7ca45506 rgdc_2f390d15 rgdc_2aef2225 rgdc_387166a7 rgdc_1cdd9d8d rgdc_a80e4900 rgdc_f36c46cb"> <div class="rgdc_f58decd0"> <a data-rg-n="DeluxeCard" data-rg-theme="fuchsia" data-rg-mode="light" href="https://catalog.us-east-1.prod.workshops.aws/workshops/a4bdb007-5600-4368-81c5-ff5b4154f518/en-US" class="rgdc_9e423fbb rgdc_1ed8cbde rgdc_5962fadc rgdc_e90ac70d rgdc_38d8ffac rgdc_fc949a28 rgdc_37f09959 group-hover" style="text-decoration:none" data-rigel-analytics="{&quot;name&quot;:&quot;DeluxeCard&quot;,&quot;properties&quot;:{&quot;href&quot;:&quot;https://catalog.us-east-1.prod.workshops.aws/workshops/a4bdb007-5600-4368-81c5-ff5b4154f518/en-US&quot;,&quot;title&quot;:&quot;Explore common generative AI use cases with Amazon Bedrock Workshop&quot;,&quot;positionIndex&quot;:0}}"> <div class="rgdc_d54eb7cb"> <div data-rg-n="DeluxeCardInner"> <span data-rg-n="Badge" class="rgdc_8711ccd9 rgdc_beb26dc7 rgdc_a33e7134 rgdc_c08e4701 rgdc_453dc601 rgdc_d27b4751">Tutorial</span> </div> <div class="rgdc_3c998476"> <div class="rgdc_5e6ec02e"> <div class="rgdc_4c7c2081"> <h2 data-rg-n="TitleText" class="rgdc_8711ccd9 rgdc_7047aa37 rgdc_654c8d28 rgdc_02d19d07 rgdc_bd42a484 rgdc_56efbd7c rgdc_084902c3 rgdc_2b81daed rgdc_7e89e547 rgdc_a0b18097 rgdc_5cec080d">Explore common generative AI use cases with Amazon Bedrock Workshop</h2> </div> <div class="rgdc_cfbe9e17"> <div class="rgdc_02e87eb9" data-rg-n="AnimatedCTA"> <span class="rgdc_4af30717"><span data-rg-n="UtilityText" class="rgdc_8711ccd9 rgdc_82d7eac3 rgdc_aa83ac72">Gain hands-on experience</span></span> <span class="rgdc_a1b66739 rgdc_3ed66ff4 rgdc_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div> </div> </div></a> </div> </div> <div data-rg-n="Col" data-eb-item-id="ams#c2" class="rgdc_7ca45506 rgdc_2f390d15 rgdc_2aef2225 rgdc_387166a7 rgdc_1cdd9d8d rgdc_a80e4900 rgdc_f36c46cb"> <div class="rgdc_f58decd0"> <a data-rg-n="DeluxeCard" data-rg-theme="fuchsia" data-rg-mode="light" href="https://youtu.be/ab1mbj0acDo" class="rgdc_9e423fbb rgdc_1ed8cbde rgdc_5962fadc rgdc_e90ac70d rgdc_38d8ffac rgdc_fc949a28 rgdc_37f09959 group-hover" style="text-decoration:none" data-rigel-analytics="{&quot;name&quot;:&quot;DeluxeCard&quot;,&quot;properties&quot;:{&quot;href&quot;:&quot;https://youtu.be/ab1mbj0acDo&quot;,&quot;title&quot;:&quot;Get started with a step-by-step tutorial&quot;,&quot;positionIndex&quot;:1}}"> <div class="rgdc_d54eb7cb"> <div data-rg-n="DeluxeCardInner"> <span data-rg-n="Badge" class="rgdc_8711ccd9 rgdc_beb26dc7 rgdc_a33e7134 rgdc_c08e4701 rgdc_453dc601 rgdc_d27b4751">Video</span> </div> <div class="rgdc_3c998476"> <div class="rgdc_5e6ec02e"> <div class="rgdc_4c7c2081"> <h2 data-rg-n="TitleText" class="rgdc_8711ccd9 rgdc_7047aa37 rgdc_654c8d28 rgdc_02d19d07 rgdc_bd42a484 rgdc_56efbd7c rgdc_084902c3 rgdc_2b81daed rgdc_7e89e547 rgdc_a0b18097 rgdc_5cec080d">Get started with a step-by-step tutorial</h2> </div> <div class="rgdc_cfbe9e17"> <div class="rgdc_02e87eb9" data-rg-n="AnimatedCTA"> <span class="rgdc_4af30717"><span data-rg-n="UtilityText" class="rgdc_8711ccd9 rgdc_82d7eac3 rgdc_aa83ac72">Watch the video</span></span> <span class="rgdc_a1b66739 rgdc_3ed66ff4 rgdc_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1 7.00001H11.91L8.32 3.74001L9.67 2.26001L15.17 7.26001C15.38 7.45001 15.5 7.72001 15.5 8.00001C15.5 8.28001 15.38 8.55001 15.17 8.74001L9.67 13.74L8.32 12.26L11.91 9.00001H1V7.00001Z" data-rg-fill="true"></path> </svg></span> </div> </div> </div> </div> </div></a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div id="container-10da8edf3c" class="cmp-container"> <div data-custom-params="{}" data-trk-params="{}"> <div data-eb-slot="awsm-29d98c32-b505-429a-9dde-315efe7e526d" data-eb-slot-meta="{'version':'1.0','slotId':'awsm-29d98c32-b505-429a-9dde-315efe7e526d','slotName':'null','experienceId':'31e295d8-b060-4154-8fc6-55d8b2db1730','allowBlank':false,'hasAltExp':false,'isRTR':false,'dataKey':'null','filters':{'limit':1}}"> <div data-eb-tpl-n="awsm-rt/rt-feedback" data-eb-tpl-v="1.0.0" data-eb-ce="" data-eb-c-scope="29d98c32-b505-429a-9dde-315efe7e526d" data-eb-d-scope="INLINE" data-eb-locale="en-US" data-eb-1a1d505f="" data-eb-ssr-ce="" data-eb-tpl-ns="awsmRT" data-eb-hydrated="pending"> <script type="application/json">{"data":{"items":[{"fields":{"thumbsDownCta":"No","heading":"Did you find what you were looking for today? ","tertiarySubheading":"Your input is valuable and we greatly appreciate your time.","thumbsUpCta":"Yes","dark":"false","placeholderText":"Share what worked or what we can improve","secondarySubheading":"Don't disclose any personal, commercially sensitive, or confidential information.","secondaryHeading":"Please share any comments or feedback about your experience on our website. ","subheading":"Let us know so we can improve the quality of the content on our pages","tertiaryHeading":"Thank you for submitting your feedback!","submitCta":"Submit"},"metadata":{"tags":[]}}]},"metadata":{"auth":{},"testAttributes":{}},"context":{"page":{"pageUrl":"https://aws.amazon.com/bedrock/faqs/"},"contentType":"page","environment":{"stage":"prod","region":"us-west-2"},"sdkVersion":"2.0.26"},"refMap":{"manifest.js":"738ca0e309","rt-feedback.js":"018f938610","rt-feedback.rtl.css":"270406ea3f","rt-feedback.css":"c235bac5d2","rt-feedback.css.js":"4e22136884","rt-feedback.rtl.css.js":"5b994d08e7"},"settings":{"templateMappings":{"dark":"dark","heading":"heading","subheading":"subheading","secondaryHeading":"secondaryHeading","secondarySubheading":"secondarySubheading","placeholderText":"placeholderText","tertiaryHeading":"tertiaryHeading","tertiarySubheading":"tertiarySubheading","thumbsUpCta":"thumbsUpCta","thumbsDownCta":"thumbsDownCta","submitCta":"submitCta"}}}</script> <div data-eb-tpl-root="" data-reactroot=""> <div> <div data-rg-lang="en" data-rg-locale="en-US" lang="en-US" dir="ltr"> <div data-rg-theme="orange" data-rg-mode="light" data-rg-style-count="0"> <div id="did-you-find-what-you-were-looking-for-today" class="rgfe_70747978 rgfe_ddb4146d" data-rg-n="JumpLinkContainer"> <div data-rg-n="GridStack" class="rgfe_5a84e21e rgfe_92ef7532" style="--rg-gridstack-gap:var(--rg-margin-2)"> <div class="rgfe_12ed26d7 rgfe_f56407eb" data-rg-n="Container"> <div class="rgfe_5badf975 rgfe_070d87a4 rgfe_6b9c1018 rgfe_24221942" data-rg-n="BackgroundGradient"> <div class="rgfe_12ed26d7 rgfe_15d58ace rgfe_85859631 rgfe_f56407eb" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" class="rgfe_7ca45506 rgfe_2f390d15 rgfe_2aef2225 rgfe_387166a7 rgfe_1cdd9d8d rgfe_a80e4900 rgfe_f36c46cb rgfe_566e4ef8"> <h2 data-rg-n="TitleText" class="rgfe_8711ccd9 rgfe_7047aa37 rgfe_b033b5e8">Did you find what you were looking for today?</h2> <p data-rg-n="BodyText" class="rgfe_8711ccd9 rgfe_98b54368 rgfe_f0f43ba3 rgfe_275611e5">Let us know so we can improve the quality of the content on our pages</p> </div> <div data-rg-n="Col" class="rgfe_7ca45506 rgfe_2f390d15 rgfe_2aef2225 rgfe_387166a7 rgfe_1cdd9d8d rgfe_a80e4900 rgfe_f36c46cb rgfe_e142daef"> <button role="button" data-rg-n="Button" aria-label="Yes, give us positive feedback" data-rigel-analytics="{&quot;name&quot;:&quot;Button&quot;,&quot;properties&quot;:{&quot;variant&quot;:&quot;primary&quot;}}" class="rgfe_9e423fbb rgfe_1ed8cbde rgfe_5962fadc rgfe_e90ac70d rgfe_38d8ffac rgfe_f7822e54 rgfe_303c672b rgfe_b78e9379 rgfe_be121009 rgfe_8b03ae12"><span data-rg-n="UtilityText" class="rgfe_8711ccd9 rgfe_5e58a6df rgfe_82d7eac3 rgfe_f5857abf rgfe_aa83ac72">Yes</span><span class="rgfe_208ce3b6"><span class="rgfe_a1b66739 rgfe_3ed66ff4 rgfe_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 22"> <path d="M7.625 20.0032V8.00317" data-rg-stroke="true"></path> <path d="M7.625 20.0031H1.625V8.00309H7.625L11.06 2.43809C12.005 1.49309 13.625 2.16809 13.625 3.50309V9.50309H15.125H19.625C20.345 9.50309 21.125 9.50309 21.125 11.0031L18.68 18.3531C18.35 19.3431 17.435 20.0031 16.4 20.0031H7.64H7.625Z" data-rg-stroke="true"></path> </svg></span></span></button> <button role="button" data-rg-n="Button" aria-label="No, give us constructive feedback" data-rigel-analytics="{&quot;name&quot;:&quot;Button&quot;,&quot;properties&quot;:{&quot;variant&quot;:&quot;primary&quot;}}" class="rgfe_9e423fbb rgfe_1ed8cbde rgfe_5962fadc rgfe_e90ac70d rgfe_38d8ffac rgfe_f7822e54 rgfe_303c672b rgfe_b78e9379 rgfe_be121009 rgfe_8b03ae12"><span data-rg-n="UtilityText" class="rgfe_8711ccd9 rgfe_5e58a6df rgfe_82d7eac3 rgfe_f5857abf rgfe_aa83ac72">No</span><span class="rgfe_208ce3b6"><span class="rgfe_a1b66739 rgfe_3ed66ff4 rgfe_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 22"> <path d="M8.375 14.1875L12.875 18.6875C14.375 20.1875 15.875 20.1875 15.875 18.6875V12.6875H20.375C21.095 12.6875 21.875 12.6875 21.875 11.1875L19.43 3.8375C19.1 2.8475 18.185 2.1875 17.15 2.1875H2.375V14.1875H8.375Z" data-rg-stroke="true"></path> <path d="M8.28564 2.45752V14.4575" data-rg-stroke="true"></path> </svg></span></span></button> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div id="container-ea012cded7" class="cmp-container"> </div> <div id="container-62933cb10e" class="cmp-container"> </div> <div id="container-0f0734a4ec" class="cmp-container"> </div> <div id="container-fe160a450e" class="cmp-container"> </div> </div> </main> </div> <div class="footer htlwrapper"> <div data-custom-params="{}" data-trk-params="{}"> <div data-eb-slot="awsm-7b735341-b666-4488-bc55-87f72ba2baa0" data-eb-slot-meta="{'version':'1.0','slotId':'awsm-7b735341-b666-4488-bc55-87f72ba2baa0','slotName':'null','experienceId':'48f631a5-29c4-4bf3-ae43-51173d41a62a','allowBlank':false,'hasAltExp':false,'isRTR':false,'dataKey':'null','filters':{'limit':1,'query':'id \u003d \'footer\''}}"> <div data-eb-tpl-n="awsm-rt/rt-footer" data-eb-tpl-v="1.0.0" data-eb-ce="" data-eb-c-scope="7b735341-b666-4488-bc55-87f72ba2baa0" data-eb-d-scope="INLINE" data-eb-locale="en-US" data-eb-6a8f3296="" data-eb-ssr-ce="" data-eb-tpl-ns="awsmRT" data-eb-hydrated="pending"> <script type="application/json">{"data":{"items":[{"fields":{"footer":"{\n \"createAccountButtonLabel\": \"Create an AWS account\",\n \"createAccountButtonURL\": \"https://signin.aws.amazon.com/signup?request_type=register\",\n \"backToTopText\": \"Back to top\",\n \"eoeText\": \"Amazon is an equal opportunity employer and does not discriminate on the basis of protected veteran status, disability or other legally protected status. Veterans, military spouses, and people with disabilities are encouraged to apply.\",\n \"copyrightText\": \"© 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved.\",\n \"items\": [\n {\n \"name\": \"Learn\",\n \"linkURL\": \"\",\n \"items\": [\n { \"heading\": \"What Is AWS?\", \"linkURL\": \"/what-is-aws/?nc1=f_cc\" },\n { \"heading\": \"What Is Cloud Computing?\", \"linkURL\": \"/what-is-cloud-computing/?nc1=f_cc\" },\n { \"heading\": \"What Is Agentic AI?\", \"linkURL\": \"/what-is/agentic-ai/?nc1=f_cc\" },\n { \"heading\": \"Cloud Computing Concepts Hub\", \"linkURL\": \"/what-is/?nc1=f_cc\" },\n { \"heading\": \"AWS Cloud Security\", \"linkURL\": \"/security/?nc1=f_cc\" },\n { \"heading\": \"What's New\", \"linkURL\": \"/new/?nc1=f_cc\" },\n { \"heading\": \"Blogs\", \"linkURL\": \"/blogs/?nc1=f_cc\" },\n { \"heading\": \"Press Releases\", \"linkURL\": \"https://press.aboutamazon.com/aws\" }\n ]\n },\n {\n \"name\": \"Resources\",\n \"linkURL\": \"\",\n \"items\": [\n { \"heading\": \"Getting Started\", \"linkURL\": \"/getting-started/?nc1=f_cc\" },\n { \"heading\": \"Training\", \"linkURL\": \"/training/?nc1=f_cc\" },\n { \"heading\": \"AWS Trust Center\", \"linkURL\": \"/trust-center/?nc1=f_cc\" },\n { \"heading\": \"AWS Solutions Library\", \"linkURL\": \"/solutions/?nc1=f_cc\" },\n { \"heading\": \"Architecture Center\", \"linkURL\": \"/architecture/?nc1=f_cc\" },\n { \"heading\": \"Product and Technical FAQs\", \"linkURL\": \"/faqs/?nc1=f_dr\" },\n { \"heading\": \"Analyst Reports\", \"linkURL\": \"/resources/analyst-reports/?nc1=f_cc\" },\n { \"heading\": \"AWS Partners\", \"linkURL\": \"/partners/work-with-partners/?nc1=f_dr\" }\n ]\n },\n {\n \"name\": \"Developers\",\n \"linkURL\": \"\",\n \"items\": [\n { \"heading\": \"Builder Center\", \"linkURL\": \"/developer/?nc1=f_dr\" },\n { \"heading\": \"SDKs & Tools\", \"linkURL\": \"/developer/tools/?nc1=f_dr\" },\n { \"heading\": \".NET on AWS\", \"linkURL\": \"https://builder.aws.com/content/2zSx6gTiseJULEcqQFXqm3pzJoW/aws-tools-and-resources-net?nc1=f_dr\" },\n { \"heading\": \"Python on AWS\", \"linkURL\": \"https://builder.aws.com/content/2zYQkMbmrsxHPtT89s3teyKJh79/aws-tools-and-resources-python?nc1=f_dr\" },\n { \"heading\": \"Java on AWS\", \"linkURL\": \"https://builder.aws.com/content/2zZDrpGNFIOPAOT9PXifxnumRUC/aws-tools-and-resources-java?nc1=f_dr\" },\n { \"heading\": \"PHP on AWS\", \"linkURL\": \"https://builder.aws.com/content/2zYR2daUzavSaUwnAI9X92Q1tfd/aws-tools-and-resources-php?nc1=f_dr\" },\n { \"heading\": \"JavaScript on AWS\", \"linkURL\": \"https://builder.aws.com/content/2zYRIN2NxZTNLhwP9ZyaiJBEWrI/aws-tools-and-resources-javascript?nc1=f_dr\" }\n ]\n },\n {\n \"name\": \"Help\",\n \"linkURL\": \"\",\n \"items\": [\n { \"heading\": \"Contact Us\", \"linkURL\": \"/contact-us/?nc1=f_m\" },\n { \"heading\": \"File a Support Ticket\", \"linkURL\": \"https://console.aws.amazon.com/support/home/?nc1=f_dr\" },\n { \"heading\": \"AWS re:Post\", \"linkURL\": \"https://repost.aws/?nc1=f_dr\" },\n { \"heading\": \"Knowledge Center\", \"linkURL\": \"https://repost.aws/knowledge-center?nc1=f_dr\" },\n { \"heading\": \"AWS Support Overview\", \"linkURL\": \"/premiumsupport/?nc1=f_dr\" },\n { \"heading\": \"AWS Accessibility\", \"linkURL\": \"/accessibility/?nc1=f_cc\" },\n { \"heading\": \"Legal\", \"linkURL\": \"/legal/?nc1=f_cc\" },\n { \"heading\": \"Event Code of Conduct\", \"linkURL\": \"/codeofconduct/?nc1=f_cc\" },\n { \"heading\": \"Event Terms & Conditions\", \"linkURL\": \"/events/terms/?nc1=f_cc\" }\n ]\n }\n ],\n \"disclosureItems\": [\n { \"heading\": \"Privacy\", \"linkURL\": \"/privacy/?nc1=f_pr\" },\n { \"heading\": \"Site terms\", \"linkURL\": \"/terms/?nc1=f_pr\" },\n { \"action\": \"privacy-preferences\" },\n { \"action\": \"cookie-preferences\" }\n ],\n \"socialItems\": [\n { \"socialIconType\": \"x\", \"linkURL\": \"https://x.com/awscloud\" },\n { \"socialIconType\": \"facebook\", \"linkURL\": \"https://www.facebook.com/amazonwebservices\" },\n { \"socialIconType\": \"linkedin\", \"linkURL\": \"https://www.linkedin.com/company/amazon-web-services/\" },\n { \"socialIconType\": \"instagram\", \"linkURL\": \"https://www.instagram.com/amazonwebservices/\" },\n { \"socialIconType\": \"twitch\", \"linkURL\": \"https://www.twitch.tv/aws\" },\n { \"socialIconType\": \"youtube\", \"linkURL\": \"https://www.youtube.com/user/AmazonWebServices/Cloud/\" },\n { \"socialIconType\": \"podcasts\", \"linkURL\": \"/podcasts/?nc1=f_cc\" },\n { \"socialIconType\": \"email\", \"linkURL\": \"/preferences/email/manage?nc1=f_icon\" }\n ]\n}\n"},"metadata":{"tags":[]}}]},"metadata":{"auth":{},"testAttributes":{}},"context":{"page":{"pageUrl":"https://aws.amazon.com/bedrock/faqs/"},"contentType":"page","environment":{"stage":"prod","region":"us-west-2"},"sdkVersion":"2.0.26"},"refMap":{"manifest.js":"931cf3a2a5","rt-footer.rtl.css":"38396281eb","rt-footer.js":"ba0fc0bf49","rt-footer.css":"ba6116749e","rt-footer.css.js":"bd24800256","rt-footer.rtl.css.js":"673eca923c"},"settings":{"templateMappings":{"footer":"footer"}}}</script> <div data-eb-tpl-root="" data-reactroot=""> <span data-rigel-portal-reference="true"></span> <footer role="contentinfo"> <div data-rg-lang="en" data-rg-locale="en-US" lang="en-US" dir="ltr"> <div data-rg-theme="indigo" data-rg-mode="dark" data-rg-style-count="0"> <div> <div id="" class="rgft_70747978 rgft_ddb4146d" data-rg-n="JumpLinkContainer"> <div data-rg-n="GridStack" class="rgft_563c562a rgft_92ef7532" style="--rg-gridstack-gap:var(--rg-margin-2)"> <div class="rgft_12ed26d7 rgft_45aa1f39 rgft_f56407eb" data-rg-n="Container"> <div class="rgft_12ed26d7 rgft_11eb7627 rgft_85859631 rgft_f56407eb" data-rg-n="Grid" style="--rg-grid-gap:var(--rg-margin-3)"> <div data-rg-n="Col" class="rgft_7ca45506 rgft_2f390d15 rgft_2aef2225 rgft_387166a7 rgft_1cdd9d8d rgft_a80e4900 rgft_f36c46cb"> <a role="button" data-rg-n="Button" data-testid="footer-create-account-button" data-rigel-analytics="{&quot;name&quot;:&quot;Button&quot;,&quot;properties&quot;:{&quot;variant&quot;:&quot;primary&quot;}}" href="https://signin.aws.amazon.com/signup?request_type=register" class="rgft_9e423fbb rgft_1ed8cbde rgft_5962fadc rgft_e90ac70d rgft_38d8ffac rgft_f7822e54 rgft_303c672b rgft_b78e9379 rgft_d0491a70"><span data-rg-n="UtilityText" class="rgft_8711ccd9 rgft_5e58a6df rgft_82d7eac3 rgft_f5857abf rgft_aa83ac72">Create an AWS account</span></a> </div> <div data-rg-n="Col" class="rgft_7ca45506 rgft_4381b023 rgft_114d6be0"> <h2 data-rg-n="TitleText" class="rgft_8711ccd9 rgft_7047aa37 rgft_b97b7b3b">Learn</h2> <ul class="rgft_290ac8b1"> <li><a data-rg-n="Link" href="/what-is-aws/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">What Is AWS?</a></li> <li><a data-rg-n="Link" href="/what-is-cloud-computing/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">What Is Cloud Computing?</a></li> <li><a data-rg-n="Link" href="/what-is/agentic-ai/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">What Is Agentic AI?</a></li> <li><a data-rg-n="Link" href="/what-is/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Cloud Computing Concepts Hub</a></li> <li><a data-rg-n="Link" href="/security/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">AWS Cloud Security</a></li> <li><a data-rg-n="Link" href="/new/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">What's New</a></li> <li><a data-rg-n="Link" href="/blogs/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Blogs</a></li> <li><a data-rg-n="Link" href="https://press.aboutamazon.com/aws" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Press Releases</a></li> </ul> </div> <div data-rg-n="Col" class="rgft_7ca45506 rgft_4381b023 rgft_114d6be0"> <h2 data-rg-n="TitleText" class="rgft_8711ccd9 rgft_7047aa37 rgft_b97b7b3b">Resources</h2> <ul class="rgft_290ac8b1"> <li><a data-rg-n="Link" href="/getting-started/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Getting Started</a></li> <li><a data-rg-n="Link" href="/training/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Training</a></li> <li><a data-rg-n="Link" href="/trust-center/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">AWS Trust Center</a></li> <li><a data-rg-n="Link" href="/solutions/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">AWS Solutions Library</a></li> <li><a data-rg-n="Link" href="/architecture/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Architecture Center</a></li> <li><a data-rg-n="Link" href="/faqs/?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Product and Technical FAQs</a></li> <li><a data-rg-n="Link" href="/resources/analyst-reports/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Analyst Reports</a></li> <li><a data-rg-n="Link" href="/partners/work-with-partners/?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">AWS Partners</a></li> </ul> </div> <div data-rg-n="Col" class="rgft_7ca45506 rgft_4381b023 rgft_114d6be0"> <h2 data-rg-n="TitleText" class="rgft_8711ccd9 rgft_7047aa37 rgft_b97b7b3b">Developers</h2> <ul class="rgft_290ac8b1"> <li><a data-rg-n="Link" href="https://builder.aws.com/?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Builder Center</a></li> <li><a data-rg-n="Link" href="https://builder.aws.com/build/tools?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">SDKs &amp; Tools</a></li> <li><a data-rg-n="Link" href="https://builder.aws.com/content/2zSx6gTiseJULEcqQFXqm3pzJoW/aws-tools-and-resources-net?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">.NET on AWS</a></li> <li><a data-rg-n="Link" href="https://builder.aws.com/content/2zYQkMbmrsxHPtT89s3teyKJh79/aws-tools-and-resources-python?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Python on AWS</a></li> <li><a data-rg-n="Link" href="https://builder.aws.com/content/2zZDrpGNFIOPAOT9PXifxnumRUC/aws-tools-and-resources-java?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Java on AWS</a></li> <li><a data-rg-n="Link" href="https://builder.aws.com/content/2zYR2daUzavSaUwnAI9X92Q1tfd/aws-tools-and-resources-php?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">PHP on AWS</a></li> <li><a data-rg-n="Link" href="https://builder.aws.com/content/2zYRIN2NxZTNLhwP9ZyaiJBEWrI/aws-tools-and-resources-javascript?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">JavaScript on AWS</a></li> </ul> </div> <div data-rg-n="Col" class="rgft_7ca45506 rgft_4381b023 rgft_114d6be0"> <h2 data-rg-n="TitleText" class="rgft_8711ccd9 rgft_7047aa37 rgft_b97b7b3b">Help</h2> <ul class="rgft_290ac8b1"> <li><a data-rg-n="Link" href="/contact-us/?nc1=f_m" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Contact Us</a></li> <li><a data-rg-n="Link" href="https://console.aws.amazon.com/support/home/?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">File a Support Ticket</a></li> <li><a data-rg-n="Link" href="https://repost.aws/?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">AWS re:Post</a></li> <li><a data-rg-n="Link" href="https://repost.aws/knowledge-center?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Knowledge Center</a></li> <li><a data-rg-n="Link" href="/premiumsupport/?nc1=f_dr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">AWS Support Overview</a></li> <li><a data-rg-n="Link" href="/accessibility/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">AWS Accessibility</a></li> <li><a data-rg-n="Link" href="/legal/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Legal</a></li> <li><a data-rg-n="Link" href="/codeofconduct/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Event Code of Conduct</a></li> <li><a data-rg-n="Link" href="/events/terms/?nc1=f_cc" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:1}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_275611e5 rgft_2a7f98ee">Event Terms &amp; Conditions</a></li> </ul> </div> <div data-rg-n="Col" class="rgft_7ca45506 rgft_2f390d15 rgft_2aef2225 rgft_387166a7 rgft_1cdd9d8d rgft_a80e4900 rgft_f36c46cb rgft_fc2c8cd2"> <button role="button" tabindex="0" data-rg-n="Button" data-testid="language-selector-button" aria-expanded="false" aria-haspopup="dialog" class="rgft_9e423fbb rgft_1ed8cbde rgft_5962fadc rgft_e90ac70d rgft_38d8ffac rgft_f7822e54 rgft_18409398 rgft_b78e9379 rgft_90c47075 rgft_be121009"><span class="rgft_d3d7facc"><span role="presentation" class="rgft_a1b66739 rgft_bc1a8743" data-rg-n="Icon"> <svg width="16" height="16" viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"> <path d="M8 0C3.59 0 0 3.59 0 8C0 12.41 3.59 16 8 16C12.41 16 16 12.41 16 8C16 3.59 12.41 0 8 0ZM13.91 7H11.97C11.88 5.52 11.61 4.08 11.14 2.9C12.58 3.79 13.62 5.27 13.91 7ZM8 14C7.36 14 6.25 12.12 6.04 9H9.95C9.74 12.12 8.63 14 7.99 14H8ZM6.04 7C6.25 3.88 7.36 2 8 2C8.64 2 9.75 3.88 9.96 7H6.05H6.04ZM4.86 2.9C4.4 4.08 4.12 5.52 4.03 7H2.09C2.38 5.27 3.42 3.79 4.86 2.9ZM2.09 9H4.03C4.12 10.48 4.39 11.92 4.86 13.1C3.42 12.21 2.38 10.73 2.09 9ZM11.14 13.1C11.6 11.92 11.88 10.48 11.97 9H13.91C13.62 10.73 12.58 12.21 11.14 13.1Z" data-rg-fill="true"></path> </svg></span></span><span data-rg-n="UtilityText" class="rgft_8711ccd9 rgft_5e58a6df rgft_82d7eac3 rgft_f5857abf rgft_aa83ac72">English</span><span class="rgft_208ce3b6"><span role="presentation" class="rgft_aadbf8f1 rgft_a1b66739 rgft_bc1a8743" data-rg-n="Icon"> <svg width="16" height="16" viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true"> <path d="M8.00004 12.5C7.74004 12.5 7.49004 12.4 7.29004 12.21L0.290039 5.21005L1.70004 3.80005L7.99004 10.09L14.28 3.80005L15.69 5.21005L8.69004 12.21C8.49004 12.41 8.24004 12.5 7.98004 12.5H8.00004Z" data-rg-fill="true"></path> </svg></span></span></button> </div> <div data-rg-n="Col" class="rgft_7ca45506 rgft_f6ca794c rgft_29322bb5"> <button data-rg-n="Link" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_a69dc288 rgft_d9725c73 rgft_3669185e rgft_275611e5 rgft_2a7f98ee">Back to top<span class="rgft_a1b66739 rgft_3ed66ff4 rgft_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M8.74173 0.83L13.7417 6.33L12.2617 7.68L9.00173 4.09L9.00172 15L7.00172 15L7.00172 4.09L3.74173 7.68L2.26172 6.33L7.26172 0.83C7.45172 0.620001 7.72173 0.5 8.00173 0.5C8.28172 0.5 8.55173 0.620001 8.74173 0.83Z" data-rg-fill="true"></path> </svg></span></button> </div> <div data-rg-n="Col" class="rgft_7ca45506 rgft_2f390d15 rgft_2aef2225 rgft_67470d0b rgft_f962cbf7 rgft_f6cf9812 rgft_86571464 rgft_6bf4d00d"> <span data-rg-n="BodyText" class="rgft_8711ccd9 rgft_98b54368 rgft_007aef8b">Amazon is an equal opportunity employer and does not discriminate on the basis of protected veteran status, disability or other legally protected status. Veterans, military spouses, and people with disabilities are encouraged to apply.</span> </div> <div data-rg-n="Col" class="rgft_7ca45506 rgft_2f390d15 rgft_2aef2225 rgft_b815655e rgft_6e4a3878 rgft_afa17dc5 rgft_9618eab1"> <div class="rgft_5570117e"> <a href="https://x.com/awscloud" aria-label="X" data-rigel-analytics="{&quot;name&quot;:&quot;Footer_SocialMediaLink&quot;}" tabindex="0" data-rg-n="Popover"><span class="rgft_a1b66739 rgft_3ed66ff4 rgft_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M9.33905 6.77143L15.1809 0H13.7965L8.7241 5.87954L4.67275 0H0L6.12643 8.8909L0 15.9918H1.3844L6.74104 9.78279L11.0196 15.9918H15.6923L9.33871 6.77143H9.33905ZM7.44293 8.96923L6.82219 8.0839L1.88322 1.03921H4.00958L7.99539 6.7245L8.61612 7.60983L13.7972 14.9998H11.6708L7.44293 8.96957V8.96923Z" data-rg-fill="true"></path> <title> x </title> </svg></span></a> <a href="https://www.facebook.com/amazonwebservices" aria-label="Facebook" data-rigel-analytics="{&quot;name&quot;:&quot;Footer_SocialMediaLink&quot;}" tabindex="0" data-rg-n="Popover"><span class="rgft_a1b66739 rgft_3ed66ff4 rgft_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M15.9824 0.898245V15.0987C15.9824 15.5869 15.5869 15.9789 15.1023 15.9789H11.0328V9.7998H13.1067L13.4167 7.39089H11.0292V5.85147C11.0292 5.15303 11.2216 4.67909 12.223 4.67909H13.4987V2.52319C13.2778 2.49468 12.5223 2.42698 11.6386 2.42698C9.7998 2.42698 8.53833 3.54947 8.53833 5.61272V7.39089H6.45726V9.7998H8.53833V15.9824H0.898245C0.413612 15.9824 0.0180664 15.5869 0.0180664 15.1023V0.898245C0.0180664 0.413612 0.413612 0.0180664 0.898245 0.0180664H15.0987C15.5869 0.0180664 15.9824 0.413612 15.9824 0.898245Z" data-rg-fill="true"></path> <title> facebook </title> </svg></span></a> <a href="https://www.linkedin.com/company/amazon-web-services/" aria-label="Linkedin" data-rigel-analytics="{&quot;name&quot;:&quot;Footer_SocialMediaLink&quot;}" tabindex="0" data-rg-n="Popover"><span class="rgft_a1b66739 rgft_3ed66ff4 rgft_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M1.183.031C.53.031 0 .543 0 1.173v13.653c0 .63.53 1.141 1.183 1.141h13.635c.653 0 1.182-.51 1.182-1.141V1.173C16 .543 15.47.03 14.818.03zM4.86 6.193v7.174H2.467V6.193zm.158-2.219c0 .689-.52 1.24-1.355 1.24H3.65c-.804 0-1.323-.551-1.323-1.24 0-.704.535-1.24 1.354-1.24s1.323.536 1.339 1.24m3.561 9.393H6.186s.032-6.5 0-7.174H8.58V7.21c.319-.49.888-1.184 2.158-1.184 1.575 0 2.756 1.025 2.756 3.229v4.113H11.1V9.53c0-.965-.346-1.623-1.212-1.623-.662 0-1.056.444-1.229.872-.063.153-.079.368-.079.582z" data-rg-fill="true"></path> <title> linkedin </title> </svg></span></a> <a href="https://www.instagram.com/amazonwebservices/" aria-label="Instagram" data-rigel-analytics="{&quot;name&quot;:&quot;Footer_SocialMediaLink&quot;}" tabindex="0" data-rg-n="Popover"><span class="rgft_a1b66739 rgft_3ed66ff4 rgft_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M4.68673 0.0559501C3.83553 0.0961101 3.25425 0.23195 2.74609 0.43163C2.22017 0.63659 1.77441 0.91163 1.33089 1.35675C0.887373 1.80187 0.614253 2.24795 0.410733 2.77467C0.213773 3.28395 0.080333 3.86571 0.042733 4.71739C0.00513298 5.56907 -0.00318703 5.84283 0.000972972 8.01531C0.00513297 10.1878 0.014733 10.4601 0.056013 11.3135C0.096653 12.1646 0.232013 12.7457 0.431693 13.254C0.636973 13.7799 0.911693 14.2255 1.35697 14.6692C1.80225 15.1129 2.24801 15.3854 2.77601 15.5892C3.28481 15.7859 3.86673 15.9199 4.71825 15.9572C5.56977 15.9945 5.84385 16.0031 8.01569 15.999C10.1875 15.9948 10.461 15.9852 11.3143 15.9447C12.1675 15.9043 12.7456 15.7679 13.2541 15.5692C13.78 15.3635 14.2259 15.0892 14.6693 14.6438C15.1127 14.1983 15.3856 13.7519 15.589 13.2249C15.7861 12.7161 15.92 12.1342 15.957 11.2833C15.9943 10.4294 16.0031 10.1567 15.9989 7.98459C15.9947 5.81243 15.985 5.54011 15.9445 4.68699C15.904 3.83387 15.7685 3.25451 15.569 2.74587C15.3634 2.21995 15.089 1.77467 14.6439 1.33067C14.1987 0.88667 13.752 0.61387 13.2251 0.41099C12.716 0.21403 12.1344 0.0797901 11.2829 0.0429901C10.4314 0.00619009 10.1573 -0.00324991 7.98465 0.000910089C5.81201 0.00507009 5.54001 0.0143501 4.68673 0.0559501ZM4.78017 14.518C4.00017 14.4841 3.57665 14.3545 3.29441 14.246C2.92065 14.102 2.65441 13.9279 2.37313 13.6494C2.09185 13.3708 1.91905 13.1036 1.77313 12.7307C1.66353 12.4484 1.53153 12.0254 1.49505 11.2454C1.45537 10.4023 1.44705 10.1492 1.44241 8.01339C1.43777 5.87755 1.44593 5.62475 1.48289 4.78139C1.51617 4.00203 1.64657 3.57803 1.75489 3.29595C1.89889 2.92171 2.07233 2.65595 2.35153 2.37483C2.63073 2.09371 2.89713 1.92059 3.27041 1.77467C3.55233 1.66459 3.97537 1.53371 4.75505 1.49659C5.59873 1.45659 5.85153 1.44859 7.98705 1.44395C10.1226 1.43931 10.376 1.44731 11.22 1.48443C11.9994 1.51835 12.4235 1.64747 12.7053 1.75643C13.0792 1.90043 13.3453 2.07339 13.6264 2.35307C13.9075 2.63275 14.0808 2.89819 14.2267 3.27227C14.337 3.55339 14.4679 3.97627 14.5047 4.75643C14.5448 5.60011 14.5539 5.85307 14.5578 7.98843C14.5616 10.1238 14.5541 10.3774 14.5171 11.2204C14.4831 12.0004 14.3538 12.4241 14.2451 12.7067C14.1011 13.0803 13.9275 13.3467 13.6482 13.6276C13.3688 13.9086 13.1027 14.0817 12.7293 14.2276C12.4477 14.3375 12.0242 14.4687 11.2451 14.5059C10.4015 14.5455 10.1487 14.5539 8.01233 14.5585C5.87601 14.5631 5.62401 14.5545 4.78033 14.518M11.3019 3.72427C11.3022 3.91415 11.3589 4.09968 11.4646 4.25738C11.5704 4.41508 11.7206 4.53788 11.8961 4.61023C12.0717 4.68259 12.2647 4.70126 12.4509 4.66388C12.6371 4.62651 12.808 4.53476 12.942 4.40024C13.076 4.26573 13.1671 4.09449 13.2038 3.90819C13.2405 3.72188 13.2212 3.52888 13.1482 3.35359C13.0751 3.1783 12.9518 3.0286 12.7937 2.92341C12.6356 2.81823 12.4499 2.76229 12.26 2.76267C12.0055 2.76318 11.7615 2.86477 11.5819 3.04509C11.4022 3.22542 11.3015 3.46972 11.3019 3.72427ZM3.89233 8.00795C3.89681 10.2767 5.73937 12.1118 8.00769 12.1075C10.276 12.1031 12.1123 10.2607 12.108 7.99195C12.1037 5.72315 10.2607 3.88763 7.99201 3.89211C5.72337 3.89659 3.88801 5.73947 3.89233 8.00795ZM5.33329 8.00507C5.33225 7.47764 5.48763 6.96175 5.77979 6.52263C6.07194 6.08352 6.48775 5.74089 6.97462 5.53809C7.4615 5.33529 7.99759 5.28142 8.51508 5.38329C9.03258 5.48516 9.50824 5.7382 9.88193 6.11041C10.2556 6.48262 10.5105 6.95728 10.6145 7.47436C10.7184 7.99145 10.6666 8.52774 10.4658 9.01542C10.2649 9.5031 9.92391 9.92026 9.48595 10.2142C9.04799 10.508 8.53272 10.6655 8.00529 10.6665C7.65508 10.6672 7.30816 10.599 6.98433 10.4656C6.66051 10.3323 6.36612 10.1364 6.118 9.88927C5.86987 9.64213 5.67286 9.34852 5.53822 9.02523C5.40358 8.70193 5.33394 8.35528 5.33329 8.00507Z" data-rg-fill="true"></path> <title> instagram </title> </svg></span></a> <a href="https://www.twitch.tv/aws" aria-label="Twitch" data-rigel-analytics="{&quot;name&quot;:&quot;Footer_SocialMediaLink&quot;}" tabindex="0" data-rg-n="Popover"><span class="rgft_a1b66739 rgft_3ed66ff4 rgft_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M7.65385 4.17308V8.34615H6.25962V4.17308H7.65385ZM11.4808 4.17308V8.34615H10.0865V4.17308H11.4808ZM11.4808 11.4808L13.9135 9.03846V1.39423H2.43269V11.4808H5.56731V13.5673L7.65385 11.4808H11.4808ZM15.3077 0V9.74038L11.1346 13.9135H8L5.91346 16H3.82692V13.9135H0V2.77885L1.04808 0H15.3077Z" data-rg-fill="true"></path> <title> twitch </title> </svg></span></a> <a href="https://www.youtube.com/user/AmazonWebServices/Cloud/" aria-label="Youtube" data-rigel-analytics="{&quot;name&quot;:&quot;Footer_SocialMediaLink&quot;}" tabindex="0" data-rg-n="Popover"><span class="rgft_a1b66739 rgft_3ed66ff4 rgft_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 20 16"> <path d="M19.5 2.46154C20 4.18462 20 7.87692 20 7.87692C20 7.87692 20 11.5692 19.5 13.2923C19.25 14.2769 18.5 15.0154 17.625 15.2615C15.875 15.7538 10 15.7538 10 15.7538C10 15.7538 4.125 15.7538 2.5 15.2615C1.5 15.0154 0.75 14.2769 0.5 13.2923C0 11.5692 0 7.87692 0 7.87692C0 7.87692 0 4.18462 0.5 2.46154C0.75 1.47692 1.5 0.738461 2.375 0.492308C4.125 0 10 0 10 0C10 0 15.875 0 17.5 0.492308C18.5 0.738461 19.25 1.47692 19.5 2.46154ZM8 11.3231L14 7.87692L8 4.43077V11.3231Z" data-rg-fill="true"></path> <title> youtube </title> </svg></span></a> <a href="/podcasts/?nc1=f_cc" aria-label="Podcasts" data-rigel-analytics="{&quot;name&quot;:&quot;Footer_SocialMediaLink&quot;}" tabindex="0" data-rg-n="Popover"><span class="rgft_a1b66739 rgft_3ed66ff4 rgft_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M9.87687 10.6414C9.87687 11.1534 9.82626 11.7399 9.72504 12.4008C9.54047 13.6809 9.37673 14.6127 9.23384 15.1962C9.10285 15.7321 8.65034 16 7.87632 16C7.10229 16 6.64979 15.7321 6.5188 15.1962C6.3759 14.6127 6.21217 13.6809 6.02759 12.4008C5.92637 11.7458 5.87576 11.1594 5.87576 10.6414C5.87576 9.6411 6.54261 9.14096 7.87632 9.14096C9.21002 9.14096 9.87687 9.6411 9.87687 10.6414ZM14.7175 6.85461C14.7175 8.28358 14.3186 9.5756 13.5207 10.7307C12.7229 11.8858 11.6809 12.7193 10.3949 13.2314C10.3472 13.2492 10.3026 13.2403 10.2609 13.2046C10.2192 13.1689 10.2014 13.1242 10.2073 13.0706C10.249 12.7848 10.2788 12.5883 10.2966 12.4812C10.3204 12.2906 10.3383 12.1507 10.3502 12.0614C10.3562 12.0078 10.383 11.9721 10.4306 11.9542C11.3773 11.472 12.1379 10.7753 12.7125 9.86437C13.287 8.95341 13.5743 7.95015 13.5743 6.85461C13.5743 5.78289 13.3034 4.79898 12.7616 3.9029C12.2198 3.00682 11.4845 2.30871 10.5556 1.80857C9.6268 1.30843 8.62355 1.08813 7.54587 1.14767C6.80757 1.18935 6.10202 1.37095 5.42921 1.69247C4.75641 2.01398 4.18035 2.43225 3.70105 2.94728C3.22175 3.4623 2.8407 4.06366 2.55788 4.75135C2.27506 5.43904 2.13663 6.15501 2.14259 6.89927C2.14854 7.99481 2.44327 8.99657 3.02676 9.90456C3.61026 10.8126 4.37535 11.5017 5.32204 11.9721C5.36372 11.99 5.39051 12.0257 5.40242 12.0793C5.42028 12.2043 5.43814 12.3383 5.456 12.4812C5.46196 12.5348 5.47684 12.6315 5.50066 12.7714C5.52448 12.9113 5.54234 13.017 5.55425 13.0885C5.5602 13.1421 5.54085 13.1867 5.49619 13.2224C5.45154 13.2582 5.4054 13.2641 5.35776 13.2403C4.47657 12.895 3.69957 12.3904 3.02676 11.7265C2.35396 11.0626 1.83744 10.2767 1.47722 9.3687C1.11701 8.46071 0.960712 7.50955 1.00834 6.51523C1.05002 5.6638 1.24651 4.84959 1.59779 4.07259C1.94908 3.29559 2.40903 2.61981 2.97764 2.04524C3.54625 1.47068 4.21608 1.0018 4.98712 0.638603C5.75817 0.275408 6.56941 0.0670166 7.42083 0.0134306C8.3973 -0.0461102 9.33654 0.0923214 10.2386 0.428724C11.1406 0.765126 11.9176 1.24294 12.5696 1.86216C13.2215 2.48138 13.7425 3.22712 14.1325 4.09938C14.5225 4.97165 14.7175 5.89006 14.7175 6.85461ZM9.29189 5.15325C9.29189 5.15325 9.38939 5.25074 9.58438 5.44574C9.77937 5.64073 9.87687 6.01509 9.87687 6.56882C9.87687 7.12254 9.68188 7.5944 9.29189 7.98439C8.9019 8.37438 8.43004 8.56937 7.87632 8.56937C7.32259 8.56937 6.85074 8.37438 6.46075 7.98439C6.07076 7.5944 5.87576 7.12254 5.87576 6.56882C5.87576 6.01509 6.07076 5.54324 6.46075 5.15325C6.85074 4.76326 7.32259 4.56826 7.87632 4.56826C8.43004 4.56826 8.9019 4.76326 9.29189 5.15325ZM12.449 6.85461C12.449 7.581 12.2897 8.26125 11.9712 8.89535C11.6527 9.52946 11.2165 10.0579 10.6628 10.4806C10.6152 10.5163 10.5675 10.5223 10.5199 10.4985C10.4723 10.4747 10.4425 10.433 10.4306 10.3734C10.3949 10.0638 10.3085 9.78995 10.1716 9.55179C10.1299 9.49225 10.1388 9.43271 10.1984 9.37317C10.5437 9.05165 10.8146 8.67357 11.0111 8.23892C11.2076 7.80428 11.3058 7.34284 11.3058 6.85461C11.3058 6.19371 11.1317 5.5864 10.7834 5.03268C10.4351 4.47895 9.96618 4.0577 9.37673 3.76893C8.78728 3.48016 8.15616 3.3715 7.48335 3.44295C6.69147 3.53226 6.00973 3.86866 5.43814 4.45216C4.86656 5.03565 4.54206 5.72334 4.46466 6.51523C4.40512 7.063 4.47508 7.58696 4.67454 8.08709C4.874 8.58723 5.16723 9.01592 5.55425 9.37317C5.61379 9.43271 5.62272 9.49225 5.58104 9.55179C5.43814 9.7959 5.35181 10.0728 5.32204 10.3824C5.31013 10.436 5.28036 10.4747 5.23273 10.4985C5.1851 10.5223 5.13746 10.5163 5.08983 10.4806C4.5242 10.04 4.08211 9.49522 3.76357 8.84623C3.44503 8.19724 3.29171 7.50062 3.30362 6.75637C3.32148 5.97639 3.5269 5.25 3.91986 4.57719C4.31283 3.90439 4.83976 3.36406 5.50066 2.95621C6.16156 2.54836 6.87902 2.32657 7.65304 2.29085C8.51042 2.24917 9.30826 2.42779 10.0466 2.82671C10.7849 3.22563 11.3698 3.78382 11.8015 4.50128C12.2332 5.21874 12.449 6.00318 12.449 6.85461Z" data-rg-fill="true"></path> <title> podcasts </title> </svg></span></a> <a href="/preferences/email/manage?nc1=f_icon" aria-label="Email" data-rigel-analytics="{&quot;name&quot;:&quot;Footer_SocialMediaLink&quot;}" tabindex="0" data-rg-n="Popover"><span class="rgft_a1b66739 rgft_3ed66ff4 rgft_bc1a8743"> <svg role="presentation" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 16 16"> <path d="M14.8571 13.1432V6.28606C14.6667 6.50035 14.4613 6.69678 14.2411 6.87535C12.6458 8.10154 11.378 9.10749 10.4375 9.89321C10.1339 10.1492 9.88691 10.3486 9.69643 10.4914C9.50595 10.6343 9.24851 10.7786 8.92411 10.9245C8.5997 11.0703 8.29464 11.1432 8.00893 11.1432H8H7.99107C7.70536 11.1432 7.4003 11.0703 7.07589 10.9245C6.75149 10.7786 6.49405 10.6343 6.30357 10.4914C6.1131 10.3486 5.86607 10.1492 5.5625 9.89321C4.62202 9.10749 3.35417 8.10154 1.75893 6.87535C1.53869 6.69678 1.33333 6.50035 1.14286 6.28606V13.1432C1.14286 13.2206 1.17113 13.2876 1.22768 13.3441C1.28423 13.4006 1.35119 13.4289 1.42857 13.4289H14.5714C14.6488 13.4289 14.7158 13.4006 14.7723 13.3441C14.8289 13.2876 14.8571 13.2206 14.8571 13.1432ZM14.8571 3.75928C14.8571 3.74737 14.8571 3.71463 14.8571 3.66106C14.8571 3.60749 14.8571 3.56731 14.8571 3.54053C14.8571 3.51374 14.8557 3.47505 14.8527 3.42446C14.8497 3.37386 14.8408 3.33666 14.8259 3.31285C14.811 3.28904 14.7946 3.26225 14.7768 3.23249C14.7589 3.20273 14.7321 3.18041 14.6964 3.16553C14.6607 3.15065 14.619 3.14321 14.5714 3.14321H1.42857C1.35119 3.14321 1.28423 3.17148 1.22768 3.22803C1.17113 3.28458 1.14286 3.35154 1.14286 3.42892C1.14286 4.42892 1.58036 5.27416 2.45536 5.96463C3.60417 6.8694 4.79762 7.81285 6.03571 8.79499C6.07143 8.82475 6.1756 8.91255 6.34821 9.05838C6.52083 9.20422 6.65774 9.31583 6.75893 9.39321C6.86012 9.47059 6.99256 9.56434 7.15625 9.67446C7.31994 9.78458 7.47024 9.86642 7.60714 9.91999C7.74405 9.97356 7.87202 10.0003 7.99107 10.0003H8H8.00893C8.12798 10.0003 8.25595 9.97356 8.39286 9.91999C8.52976 9.86642 8.68006 9.78458 8.84375 9.67446C9.00744 9.56434 9.13988 9.47059 9.24107 9.39321C9.34226 9.31583 9.47917 9.20422 9.65179 9.05838C9.82441 8.91255 9.92857 8.82475 9.96429 8.79499C11.2024 7.81285 12.3958 6.8694 13.5446 5.96463C13.8661 5.70868 14.1652 5.36493 14.442 4.93338C14.7188 4.50184 14.8571 4.11047 14.8571 3.75928ZM16 3.42892V13.1432C16 13.5361 15.8601 13.8724 15.5804 14.1521C15.3006 14.4319 14.9643 14.5718 14.5714 14.5718H1.42857C1.03571 14.5718 0.699405 14.4319 0.419643 14.1521C0.139881 13.8724 0 13.5361 0 13.1432V3.42892C0 3.03606 0.139881 2.69975 0.419643 2.41999C0.699405 2.14023 1.03571 2.00035 1.42857 2.00035H14.5714C14.9643 2.00035 15.3006 2.14023 15.5804 2.41999C15.8601 2.69975 16 3.03606 16 3.42892Z" data-rg-fill="true"></path> <title> email </title> </svg></span></a> </div> </div> <div data-rg-n="Col" class="rgft_7ca45506 rgft_f6ca794c rgft_caf08481"> <ul class="rgft_fbe69ca6"> <li><a data-rg-n="Link" href="/privacy/?nc1=f_pr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:2}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_007aef8b rgft_2a7f98ee">Privacy</a></li> <li><a data-rg-n="Link" href="/terms/?nc1=f_pr" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:2}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_007aef8b rgft_2a7f98ee">Site terms</a></li> <li><a data-rg-n="Link" href="#" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:2}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_007aef8b rgft_2a7f98ee">Your Privacy Choices <svg role="img" class="" style="height:18px;vertical-align:middle;margin-top:-2px;margin-left:4px" enable-background="new 0 0 30 14" version="1.1" viewbox="0 0 30 14" xml:space="preserve" xmlns="http://www.w3.org/2000/svg"> <title> California Consumer Privacy Act (CCPA) Opt-Out Icon </title> <style type="text/css">.st0{fill-rule:evenodd;clip-rule:evenodd;fill:#FFFFFF;}.st1{fill-rule:evenodd;clip-rule:evenodd;fill:#0066FF;}.st2{fill:#FFFFFF;}.st3{fill:#0066FF;} </style> <g transform="translate(-1275 -200)"> <g transform="translate(1275 200)"> <path class="st0" d="m7.4 12.8h6.8l3.1-11.6h-9.9c-3.2 0-5.8 2.6-5.8 5.8s2.6 5.8 5.8 5.8z"></path> </g> </g> <g transform="translate(-1275 -200)"> <g transform="translate(1275 200)"> <path class="st1" d="m22.6 0h-15.2c-3.9 0-7 3.1-7 7s3.1 7 7 7h15.2c3.9 0 7-3.1 7-7s-3.2-7-7-7zm-21 7c0-3.2 2.6-5.8 5.8-5.8h9.9l-3.1 11.6h-6.8c-3.2 0-5.8-2.6-5.8-5.8z"></path> <path class="st2" d="m24.6 4c0.2 0.2 0.2 0.6 0 0.8l-2.1 2.2 2.2 2.2c0.2 0.2 0.2 0.6 0 0.8s-0.6 0.2-0.8 0l-2.2-2.2-2.2 2.2c-0.2 0.2-0.6 0.2-0.8 0s-0.2-0.6 0-0.8l2.1-2.2-2.2-2.2c-0.2-0.2-0.2-0.6 0-0.8s0.6-0.2 0.8 0l2.2 2.2 2.2-2.2c0.2-0.2 0.6-0.2 0.8 0z"></path> <path class="st3" d="m12.7 4.1c0.2 0.2 0.3 0.6 0.1 0.8l-4.2 4.9c-0.1 0.1-0.2 0.2-0.3 0.2-0.2 0.1-0.5 0.1-0.7-0.1l-2.2-2.2c-0.2-0.2-0.2-0.6 0-0.8s0.6-0.2 0.8 0l1.8 1.7 3.8-4.5c0.2-0.2 0.6-0.2 0.9 0z"></path> </g> </g> </svg></a></li> <li><a data-rg-n="Link" href="#" data-rigel-analytics="{&quot;name&quot;:&quot;Link&quot;,&quot;properties&quot;:{&quot;size&quot;:2}}" class="rgft_8711ccd9 rgft_98b54368 rgft_13008707 rgft_27323f5c rgft_007aef8b rgft_2a7f98ee">Cookie Preferences</a></li> </ul> <div class="rgft_7a36e004"> <div> <span data-rg-n="BodyText" class="rgft_8711ccd9 rgft_98b54368 rgft_007aef8b">© 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved.</span> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </footer> </div> </div> </div> </div> </div> <div id="mrc-sunrise-chat"></div> <script defer id="mrc-sunrise-chat-loader" src="https://loader.us-east-1.prod.mrc-sunrise.marketing.aws.dev/loader.js"></script><!-- (awsm) cms_updated_at: 2026-08-20T13:36:20.294-0700 --> </body> </html>

Back to data-use pages

↑