CINXE.COM

<!doctype html> <html lang="en-US" class="no-js aws-lng-en_US" xmlns="http://www.w3.org/1999/xhtml" data-aws-assets="https://a0.awsstatic.com" data-js-version="1.0.681" data-css-version="1.0.538" data-static-assets="https://a0.awsstatic.com"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1"> <title>AWS for Industries</title> <meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"> <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' *.akamaized.net *.googlevideo.com/videoplayback https://*.analytics.console.aws.a2z.com https://*.harmony.a2z.com https://*.marketing.aws.dev https://*.panorama.console.api.aws https://*.prod.chc-features.uxplatform.aws.dev https://112-tzm-766.mktoresp.com https://112-tzm-766.mktoutil.com 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.regional-table.region-services.aws.a2z.com https://api.us-west-2.prod.pricing.aws.a2z.com https://auth.aws.amazon.com/ https://aws.amazon.com/p/sf/ https://aws.demdex.net https://b0.p.awsstatic.com https://c0.b0.p.awsstatic.com https://calculator.aws https://chat.us-east-1.prod.mrc-sunrise.marketing.aws.dev 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://cm.everesttech.net https://d-90676d7478.awsapps.com https://d0.awsstatic.com https://d1.awsstatic.com https://d1fgizr415o1r6.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://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://oidc.us-east-1.amazonaws.com https://pricing-table.us-west-2.prod.site.p.awsstatic.com https://prod-api.cosmic.aws.dev https://prod-us-west-2.csp-report.marketing.aws.dev https://prod-us-west-2.csp-report.marketing.aws.dev/submit 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://prod2.clientlogger.cn-northwest-1.marketplace.aws.a2z.org.cn https://public.lotus.awt.aws.a2z.com https://s0.awsstatic.com https://s3.amazonaws.com/aws-messaging-pricing-information/ https://s3.amazonaws.com/public-pricing-agc/ https://spot-bid-advisor.s3.amazonaws.com https://t0.m.awsstatic.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://webchat-aws.clink.cn https://www.youtube-nocookie.com https://www.youtube.com https://xcxrmtkxx5.execute-api.us-east-1.amazonaws.com/prod/ 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://*.widget.console.aws.amazon.com https://aws.demdex.net https://c0.b0.p.awsstatic.com https://calculator.aws https://commenting.awsblogs.com https://conversational-experience-worker.widget.console.aws.amazon.com/lotus/isolatedIFrame https://dpm.demdex.net https://player.vimeo.com 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 https://www.youtube.com; img-src 'self' blob: data: https://*.vidyard.com https://*.ytimg.com https://a0.awsstatic.com https://amazonwebservices.d2.sc.omtrdc.net https://avatars.builderprofile.aws.dev https://aws-clink2-resource.s3.cn-northwest-1.amazonaws.com.cn 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://d1.awsstatic.com https://d1d1et6laiqoh9.cloudfront.net 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://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.cosmic.aws.dev https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev https://s3.amazonaws.com/aws-quickstart/ https://s3.cn-north-1.amazonaws.com.cn/awschinablog/ https://s3.cn-north-1.amazonaws.com.cn/images-bjs/ 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' 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://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 'nonce-sGq8B+mwjt1mC69fjwETzwsLYawUAto9Loh5RD4Alw0=' 'self' blob: https://*.cdn.console.awsstatic.com/ https://*.cdn.uis.awsstatic.com/ https://a.b.cdn.console.awsstatic.com https://a0.awsstatic.com https://amazonwebservicesinc.tt.omtrdc.net https://cdn.builderprofile.aws.dev https://chat.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://d2c.aws.amazon.com https://googleads.g.doubleclick.net https://loader.us-east-1.prod.mrc-sunrise.marketing.aws.dev https://prod.cosmic.aws.dev https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev 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://prod.us-east-1.ui.gcr-chat.marketing.aws.dev https://token.us-west-2.prod.site.p.awsstatic.com; report-uri https://prod-us-west-2.csp-report.marketing.aws.dev/submit" data-report-uri="https://prod-us-west-2.csp-report.marketing.aws.dev/submit"> <script src="https://a0.awsstatic.com/libra/1.0.590/csp/csp-report.js"></script> <meta name="robots" content="max-image-preview:large"> <link rel="dns-prefetch" href="//a0.awsstatic.com"> <style id="global-styles-inline-css" type="text/css"> body{--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgba(6,147,227,1) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgba(255,105,0,1) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--duotone--dark-grayscale: url('#wp-duotone-dark-grayscale');--wp--preset--duotone--grayscale: url('#wp-duotone-grayscale');--wp--preset--duotone--purple-yellow: url('#wp-duotone-purple-yellow');--wp--preset--duotone--blue-red: url('#wp-duotone-blue-red');--wp--preset--duotone--midnight: url('#wp-duotone-midnight');--wp--preset--duotone--magenta-yellow: url('#wp-duotone-magenta-yellow');--wp--preset--duotone--purple-green: url('#wp-duotone-purple-green');--wp--preset--duotone--blue-orange: url('#wp-duotone-blue-orange');--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;} </style> <link rel="icon" type="image/ico" href="https://a0.awsstatic.com/main/images/site/fav/favicon.ico"> <link rel="shortcut icon" type="image/ico" href="https://a0.awsstatic.com/main/images/site/fav/favicon.ico"> <link rel="apple-touch-icon" sizes="57x57" href="https://a0.awsstatic.com/main/images/site/touch-icon-iphone-114-smile.png"> <link rel="apple-touch-icon" sizes="72x72" href="https://a0.awsstatic.com/main/images/site/touch-icon-ipad-144-smile.png"> <link rel="apple-touch-icon" sizes="114x114" href="https://a0.awsstatic.com/main/images/site/touch-icon-iphone-114-smile.png"> <link rel="apple-touch-icon" sizes="144x144" href="https://a0.awsstatic.com/main/images/site/touch-icon-ipad-144-smile.png"> <link rel="alternate" type="application/rss+xml" title="RSS 2.0 Feed" href="https://aws.amazon.com/blogs/industries/feed/"> <meta name="robots" content="index, follow"> <link rel="next" href="https://aws.amazon.com/blogs/industries/page/2/"> <link rel="canonical" href="https://aws.amazon.com/blogs/industries/"> <link rel="stylesheet" href="https://a0.awsstatic.com/libra-css/css/1.0.506/style-awsm.css"> <link rel="stylesheet" href="https://a0.awsstatic.com/aws-blog/1.0.83/css/blog.css"> <script type="application/json" id="aws-page-settings"> {"blogPageTitle":"","currentLanguage":"en-US","libraCSSPath":"https:\/\/a0.awsstatic.com\/libra-css\/css\/1.0.506","requireBaseUrl":"https:\/\/a0.awsstatic.com","requirePackages":[{"name":"libra","location":"libra\/1.0.590"}],"requirePaths":{"aws-blog":"https:\/\/a0.awsstatic.com\/aws-blog\/1.0.83\/js","directories":"https:\/\/a0.awsstatic.com\/libra\/1.0.590\/directories","librastandardlib":"https:\/\/a0.awsstatic.com\/libra\/1.0.590\/librastandardlib","scripts":"https:\/\/a0.awsstatic.com\/libra\/1.0.590\/v1-polyfills\/scripts"},"supportedLanguages":["ar","de","en","es","fr","id","it","jp","ko","pt","ru","th","tr","vi","cn","tw"],"currentStage":"Prod"} </script> <script src="https://a0.awsstatic.com/aws-blog/1.0.83/js/blog-head.js"></script> <script src="https://a0.awsstatic.com/s_code/js/3.0/awshome_s_code.js"></script> <script type="application/json" id="target-mediator"> {"supportedLanguages":["ar","de","en","es","fr","id","it","jp","ko","pt","ru","th","tr","vi","cn","tw"],"pageLanguage":"en","customParams":{}} </script> <script src="https://a0.awsstatic.com/target/1.0.122/aws-target-mediator.js"></script> <noscript> <style>.js-mbox { visibility: visible; }</style> </noscript> </head> <body class="awsm aws-blogs-page aws-blogs-page-type-standard"> <script id="awsc-panorama-bundle" src="https://prod.pa.cdn.uis.awsstatic.com/panorama-nav-init.js" data-config="{"appEntity":"aws-marketing","region":"us-west-1","service":"blogs-site"}" async="true"></script> <a id="aws-page-skip-to-main" class="lb-sr-only lb-sr-only-focusable lb-bold lb-skip-el" href="#aws-page-content-main"> Skip to Main Content</a> <header id="aws-page-header" class="awsm m-page-header lb-with-mobile-subrow" role="banner"> <div id="m-nav" class="m-nav" role="navigation" aria-label="Global Navigation"> <div class="m-nav-header lb-clearfix" data-menu-url="https://s0.awsstatic.com/en_US/nav/v3/panel-content/desktop/index.html"> <div class="m-nav-logo"> <div class="lb-bg-logo aws-amazon_web_services_smile-header-desktop-en"> <a href="https://aws.amazon.com/?nc2=h_lg"><span>Click here to return to Amazon Web Services homepage</span></a> </div> </div> <nav class="m-nav-secondary-links" style="min-width: 620px" aria-label="Secondary Global Navigation"> <a href="https://aws.amazon.com/about-aws/?nc2=h_header">About AWS</a> <a href="https://aws.amazon.com/contact-us/?nc2=h_header">Contact Us</a> <a class="lb-txt-none lb-tiny-iblock lb-txt-13 lb-txt lb-has-trigger-indicator" href="#" data-mbox-ignore="true" data-lb-popover-trigger="popover-support-selector" role="button" aria-expanded="false" aria-label="Explore support options" id="popover-popover-support-selector-trigger" aria-controls="popover-support-selector" aria-haspopup="true"> Support   <svg viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" class="icon-chevron-down lb-trigger-mount"> <path d="M1 4.5L8 11.5L15 4.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" /> </svg> </a> <a id="m-nav-language-selector" class="lb-tiny-iblock lb-txt lb-has-trigger-indicator" href="#" data-lb-popover-trigger="popover-language-selector" data-language="en" aria-label="Set site language" role="button" aria-controls="popover-language-selector" aria-expanded="false" aria-haspopup="true"> English   <svg viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" class="icon-chevron-down lb-trigger-mount"> <path d="M1 4.5L8 11.5L15 4.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" /> </svg> </a> <a class="lb-tiny-iblock lb-txt lb-has-trigger-indicator" href="#" data-lb-popover-trigger="popover-my-account" aria-label="Access account options" role="button" aria-controls="popover-my-account" aria-expanded="false" aria-haspopup="true"> My Account   <svg viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" class="icon-chevron-down lb-trigger-mount"> <path d="M1 4.5L8 11.5L15 4.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" /> </svg> </a> <div class="m-nav-cta-btn"> <div class="lb-mbox js-mbox" data-lb-comp="mbox" data-lb-comp-ignore="true" data-mbox="en_header_nav_cta"> <div class="lb-data-attr-wrapper data-attr-wrapper" data-da-type="so" data-da-so-type="viewport" data-da-so-language="en" data-da-so-category="monitoring" data-da-so-name="nav-buttons" data-da-so-version="sign-up-sign-in-all" data-da-so-url="nav"> <div class="data-attr-wrapper lb-tiny-iblock lb-none-pad lb-box" data-da-type="so" data-da-so-type="viewport" data-da-so-language="en" data-da-so-category="monitoring" data-da-so-name="nav-buttons" data-da-so-version="prospect-sign-in" data-da-so-url="all"> <a class="lb-txt-none lb-tiny-iblock lb-txt-13 lb-txt" style="padding-top:8px; padding-right:13px;" href="https://console.aws.amazon.com/console/home?nc2=h_ct&src=header-signin"> Sign In</a> </div> <div class="data-attr-wrapper lb-tiny-iblock lb-none-v-margin lb-btn" data-da-type="so" data-da-so-type="viewport" data-da-so-language="en" data-da-so-category="monitoring" data-da-so-name="nav-buttons" data-da-so-version="prospect-signup" data-da-so-url="all"> <a class="lb-btn-p-primary" href="https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_ct&src=header_signup" data-trk-params="{"trkOverrideWithQs":true}" role="button"> <span> Create an AWS Account</span> </a> </div> </div> </div> <div class="lb-mbox js-mbox" data-lb-comp="mbox" data-lb-comp-ignore="true" data-mbox="en_header_desktop_nav_cta_test"> </div> </div> </nav> <div class="m-nav-primary-group"> <nav class="m-nav-primary-links" aria-label="Primary Global Navigation"> <i class="m-nav-angle-left-icon" aria-hidden="true"></i> <ul> <li aria-expanded="false"><span><a href="https://aws.amazon.com/q/?nc2=h_ql_prod_l1_q" class="m-nav-featured">Amazon Q</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/products/?nc2=h_ql_prod" data-panel="m-nav-panel-products">Products</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/solutions/?nc2=h_ql_sol" data-panel="m-nav-panel-solutions">Solutions</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/pricing/?nc2=h_ql_pr" data-panel="m-nav-panel-pricing">Pricing</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/documentation-overview/?nc2=h_ql_doc_do" data-panel="m-nav-panel-documentation">Documentation</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/getting-started/?nc2=h_ql_le" data-panel="m-nav-panel-learn">Learn</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/partners/?nc2=h_ql_pn" data-panel="m-nav-panel-partner">Partner Network</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/marketplace/?nc2=h_ql_mp" data-panel="m-nav-panel-marketplace">AWS Marketplace</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/customer-enablement/?nc2=h_ql_ce" data-panel="m-nav-panel-customer">Customer Enablement</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/events/?nc2=h_ql_ev" data-panel="m-nav-panel-events">Events</a></span></li> <li aria-expanded="false"><span><a href="https://aws.amazon.com/contact-us/?nc2=h_ql_exm" data-panel="m-nav-panel-more">Explore More </a></span></li> </ul> <div class="m-nav-icon-group"> <i class="m-nav-angle-right-icon" aria-hidden="true"></i> <button class="m-nav-search-icon" tabindex="0" aria-expanded="false" aria-label="Search"> <svg viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg" class="icon-magnify"> <path d="M10.5 10.5L14.5 14.5" stroke-width="2" stroke-linejoin="round" /> <path d="M7 12.5C10.0376 12.5 12.5 10.0376 12.5 7C12.5 3.96243 10.0376 1.5 7 1.5C3.96243 1.5 1.5 3.96243 1.5 7C1.5 10.0376 3.96243 12.5 7 12.5Z" stroke-width="2" stroke-linejoin="round" /> </svg> </button> </div> </nav> <div id="m-nav-desktop-search" class="m-nav-search"> <form action="https://aws.amazon.com/search/" role="search"> <div class="m-typeahead" data-directory-id="typeahead-suggestions" data-lb-comp="typeahead"> <input class="m-nav-search-field" placeholder="Search" autocomplete="off" spellcheck="false" dir="auto" type="text" name="searchQuery"> </div> </form> <i class="m-nav-close-icon" role="button" aria-label="Close"></i> </div> </div> </div> <div class="lb-popover lb-popover-aui lb-popover-tiny" data-lb-comp="popover" data-id="popover-language-selector" id="popover-language-selector" aria-modal="false" aria-labelledby="popover-popover-language-selector-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <div class="lb-grid lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-12"> <ul class="lb-txt-none lb-ul lb-list-style-none lb-tiny-ul-block"> <li lang="ar-SA" translate="no" data-language="ar"><a href="https://aws.amazon.com/ar/?nc1=h_ls">عربي</a></li> <li lang="id-ID" translate="no" data-language="id"><a href="https://aws.amazon.com/id/?nc1=h_ls">Bahasa Indonesia</a></li> <li lang="de-DE" translate="no" data-language="de"><a href="https://aws.amazon.com/de/?nc1=h_ls">Deutsch</a></li> <li lang="en-US" translate="no" data-language="en"><a href="https://aws.amazon.com/?nc1=h_ls">English</a></li> <li lang="es-ES" translate="no" data-language="es"><a href="https://aws.amazon.com/es/?nc1=h_ls">Español</a></li> <li lang="fr-FR" translate="no" data-language="fr"><a href="https://aws.amazon.com/fr/?nc1=h_ls">Français</a></li> <li lang="it-IT" translate="no" data-language="it"><a href="https://aws.amazon.com/it/?nc1=h_ls">Italiano</a></li> <li lang="pt-BR" translate="no" data-language="pt"><a href="https://aws.amazon.com/pt/?nc1=h_ls">Português</a></li> </ul> </div> <div class="lb-col lb-tiny-24 lb-mid-12"> <ul class="lb-txt-none lb-ul lb-list-style-none lb-tiny-ul-block"> <li lang="vi-VN" translate="no" data-language="vi"><a href="https://aws.amazon.com/vi/?nc1=f_ls">Tiếng Việt</a></li> <li lang="tr-TR" translate="no" data-language="tr"><a href="https://aws.amazon.com/tr/?nc1=h_ls">Türkçe</a></li> <li lang="ru-RU" translate="no" data-language="ru"><a href="https://aws.amazon.com/ru/?nc1=h_ls">Ρусский</a></li> <li lang="th-TH" translate="no" data-language="th"><a href="https://aws.amazon.com/th/?nc1=f_ls">ไทย</a></li> <li lang="ja-JP" translate="no" data-language="jp"><a href="https://aws.amazon.com/jp/?nc1=h_ls">日本語</a></li> <li lang="ko-KR" translate="no" data-language="ko"><a href="https://aws.amazon.com/ko/?nc1=h_ls">한국어</a></li> <li lang="zh-CN" translate="no" data-language="cn"><a href="https://aws.amazon.com/cn/?nc1=h_ls">中文 (简体)</a></li> <li lang="zh-TW" translate="no" data-language="tw"><a href="https://aws.amazon.com/tw/?nc1=h_ls">中文 (繁體)</a></li> </ul> </div> </div> </div> <div class="lb-popover lb-popover-aui lb-popover-tiny" data-lb-comp="popover" data-id="popover-my-account" id="popover-my-account" aria-modal="false" aria-labelledby="popover-popover-my-account-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <ul class="lb-txt-none lb-ul lb-list-style-none lb-tiny-ul-block"> <li class="m-no-auth" data-myaws-auth-only="true"><a href="https://aws.amazon.com/profile/?nc2=h_m_mc">My Profile</a></li> <li class="m-no-auth" data-myaws-auth-only="true"><a href="https://auth.aws.amazon.com/sign-out/?nc2=h_m_mc">Sign out of AWS Builder ID</a></li> <li><a href="https://console.aws.amazon.com/?nc2=h_m_mc">AWS Management Console</a></li> <li><a href="https://console.aws.amazon.com/billing/home#/account?nc2=h_m_ma">Account Settings</a></li> <li><a href="https://console.aws.amazon.com/billing/home?nc2=h_m_bc">Billing & Cost Management</a></li> <li><a href="https://console.aws.amazon.com/iam/home?nc2=h_m_sc#security_credential">Security Credentials</a></li> <li><a href="https://phd.aws.amazon.com/?nc2=h_m_sc">AWS Personal Health Dashboard</a></li> </ul> </div> <div class="lb-popover lb-popover-aui lb-popover-tiny" data-lb-comp="popover" data-id="popover-support-selector" id="popover-support-selector" aria-modal="false" aria-labelledby="popover-popover-support-selector-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <ul class="lb-txt-none lb-ul lb-list-style-none lb-tiny-ul-block"> <li><a href="https://console.aws.amazon.com/support/home/?nc2=h_ql_cu">Support Center</a></li> <li><a href="https://iq.aws.amazon.com/?utm=mkt.nav">Expert Help</a></li> <li><a href="https://repost.aws/knowledge-center/?nc2=h_m_ma">Knowledge Center</a></li> <li><a href="https://aws.amazon.com/premiumsupport/?nc2=h_m_bc">AWS Support Overview</a></li> <li><a href="https://repost.aws/">AWS re:Post</a></li> </ul> </div> <script type="text/x-handlebars-template" data-hbs-template-path="nav-desktop/suggestions" data-hbs-context="{"pricingText":"Pricing","documentationText":"Documentation","calculatorText":"Calculator"}"></script> <script type="text/x-handlebars-template" data-hbs-template-path="nav-desktop/products-head" data-hbs-context="{"productsText":"Products"}"></script> <script type="text/x-handlebars-template" data-hbs-template-path="nav-desktop/keypages-head" data-hbs-context="{"relatedPagesText":"Related Pages"}"></script> <script type="text/x-handlebars-template" data-hbs-template-path="nav-desktop/tutorials-head" data-hbs-context="{"tutorialsText":"Tutorials"}"></script> <script type="text/x-handlebars-template" data-hbs-template-path="nav-desktop/blogs-head" data-hbs-context="{"blogsText":"Blogs"}"></script> <script type="text/x-handlebars-template" data-hbs-template-path="nav-desktop/see-all" data-hbs-context="{"resultsText":"See more results for"}"></script> </div> <div id="m-nav-mobile" class="m-nav-mobile" role="navigation" aria-label="Global Navigation for Mobile"> <div id="m-nav-mobile-header" class="m-nav-mobile-header m-nav-mobile-with-sub-row" data-menu-url="https://s0.awsstatic.com/en_US/nav/v3/panel-content/mobile/index.html"> <div class="lb-bg-logo aws-amazon_web_services_smile-header-mobile-en"> <a href="https://aws.amazon.com/?nc2=h_lg"><span>Click here to return to Amazon Web Services homepage</span></a> </div> <div class="m-nav-mobile-button-group"> <button class="m-nav-mobile-button icon-search" tabindex="0" aria-expanded="false" aria-label="Search"> <svg viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M10.5 10.5L14.5 14.5" stroke-width="2" stroke-linejoin="round" /> <path d="M7 12.5C10.0376 12.5 12.5 10.0376 12.5 7C12.5 3.96243 10.0376 1.5 7 1.5C3.96243 1.5 1.5 3.96243 1.5 7C1.5 10.0376 3.96243 12.5 7 12.5Z" stroke-width="2" stroke-linejoin="round" /> </svg> </button> <button class="m-nav-mobile-button icon-reorder" tabindex="0" aria-expanded="false" aria-label="Menu"> <svg viewbox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M15 3H1" stroke-width="2" stroke-linejoin="round" /> <path d="M15 8H1" stroke-width="2" stroke-linejoin="round" /> <path d="M15 13H1" stroke-width="2" stroke-linejoin="round" /> </svg> </button> <div class="lb-mbox js-mbox" data-lb-comp="mbox" data-lb-comp-ignore="true" data-mbox="en_header_mobile_nav_cta_test"> </div> </div> <div id="m-nav-mobile-sub-row" class="m-nav-mobile-sub-row"> <div class="data-attr-wrapper lb-btn" data-da-type="so" data-da-so-category="monitoring" data-da-so-language="en" data-da-so-name="global-mobile-sticky-cta-buttons" data-da-so-type="viewport" data-da-so-version="get-started-for-free-cta" data-da-so-url="all"> <a class="lb-btn-p-primary" href="https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc2=h_mobile" role="button"> <span> Get Started for Free</span> </a> </div> <div class="data-attr-wrapper lb-btn" data-da-type="so" data-da-so-category="monitoring" data-da-so-language="en" data-da-so-name="global-mobile-sticky-cta-buttons" data-da-so-type="viewport" data-da-so-version="contact-us"> <a class="lb-btn-p" href="https://aws.amazon.com/contact-us/?nc2=h_mobile" role="button"> <span> Contact Us</span> </a> </div> </div> </div> <div id="m-nav-mobile-search" class="m-nav-mobile-search"> <form action="https://aws.amazon.com/search" role="search"> <div class="m-typeahead"> <input class="m-nav-search-field" placeholder="Search" autocomplete="off" spellcheck="false" dir="auto" type="text" name="searchQuery"> </div> </form> </div> <nav id="m-nav-trimdown" aria-label="Condensed Global Navigation for Mobile"> <ul class="m-nav-mobile-menu-group"> <li> <a href="https://aws.amazon.com/products/?nc2=h_mo">Products</a> </li> <li> <a href="https://aws.amazon.com/solutions/?nc2=h_mo">Solutions</a> </li> <li> <a href="https://aws.amazon.com/pricing/?nc2=h_mo">Pricing</a> </li> <li> <a href="https://aws.amazon.com/what-is-aws/?nc2=h_mo">Introduction to AWS</a> </li> <li> <a href="https://aws.amazon.com/getting-started/?nc2=h_mo">Getting Started</a> </li> <li> <a href="https://aws.amazon.com/documentation-overview/?nc2=h_mo">Documentation</a> </li> <li> <a href="https://aws.amazon.com/training/?nc2=h_mo">Training and Certification</a> </li> <li> <a href="https://aws.amazon.com/developer/?nc2=h_mo">Developer Center</a> </li> <li> <a href="https://aws.amazon.com/solutions/case-studies/?nc2=h_mo">Customer Success</a> </li> <li> <a href="https://aws.amazon.com/partners/?nc2=h_mo">Partner Network</a> </li> <li> <a href="https://aws.amazon.com/marketplace/?nc2=h_mo">AWS Marketplace</a> </li> <li> <a href="https://console.aws.amazon.com/support/home?nc2=h_ql_cu">Support</a> </li> <li> <a href="https://repost.aws/">AWS re:Post</a> </li> <li> <a href="https://console.aws.amazon.com/console/home">Log into Console</a> </li> <li> <a href="https://aws.amazon.com/console/mobile/">Download the Mobile App</a> </li> </ul> </nav> </div> </header> <div class="awsm"> <div class="lb-blog-nav" data-lb-comp="aws-blog:blog-nav" data-lb-sticky-header="true"> <div class="lb-row lb-row-max-xlarge lb-snap"> <div class="lb-blog-nav-content"> <div class="lb-blog-nav-links"> <a class="lb-txt-none lb-txt" href="/blogs" data-trk-params="{"trkOverrideWithQs":true}"> AWS Blog Home</a> <a class="lb-txt-none lb-txt lb-has-trigger-indicator" href="#" data-mbox-ignore="true" data-lb-popover-trigger="blog-category" role="button" aria-expanded="false" aria-label="Select blog category" id="popover-blog-category-trigger" aria-controls="blog-category" aria-haspopup="true" data-trk-params="{"trkOverrideWithQs":true}"> Blogs  <i class="icon-caret-down lb-trigger-mount"></i></a> <a class="lb-txt-none lb-txt lb-has-trigger-indicator" href="#" data-mbox-ignore="true" data-lb-popover-trigger="blog-editions" role="button" aria-expanded="false" aria-label="Select blog language" id="popover-blog-editions-trigger" aria-controls="blog-editions" aria-haspopup="true" data-trk-params="{"trkOverrideWithQs":true}"> Editions  <i class="icon-caret-down lb-trigger-mount"></i></a> </div> </div> </div> </div> <div class="lb-popover lb-popover-aui lb-popover-xlarge" data-lb-comp="popover" data-id="blog-category" id="blog-category" aria-modal="false" aria-labelledby="popover-blog-category-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-12"> <div class="lb-none-pad lb-none-v-margin lb-box"> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/architecture/"> Architecture</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/mt/" data-trk-params="{"trkOverrideWithQs":true}"> AWS Cloud Operations</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/gametech/" data-trk-params="{"trkOverrideWithQs":true}"> AWS for Games</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/aws-insights/"> AWS Insights</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/awsmarketplace/"> AWS Marketplace</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/aws/"> AWS News</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/apn/"> AWS Partner Network</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/smb/"> AWS Smart Business</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/big-data/"> Big Data</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/business-intelligence/"> Business Intelligence</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/business-productivity/"> Business Productivity</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/enterprise-strategy/" data-trk-params="{"trkOverrideWithQs":true}"> Cloud Enterprise Strategy</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/aws-cloud-financial-management/"> Cloud Financial Management</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/compute/"> Compute</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/contact-center/"> Contact Center</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/containers/"> Containers</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/database/"> Database</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/desktop-and-application-streaming/"> Desktop & Application Streaming</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/developer/" data-trk-params="{"trkOverrideWithQs":true}"> Developer Tools</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/devops/" data-trk-params="{"trkOverrideWithQs":true}"> DevOps & Developer Productivity</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/mobile/"> Front-End Web & Mobile</a> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-12"> <div class="lb-none-pad lb-none-v-margin lb-box"> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/hpc/"> HPC</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/ibm-redhat/"> IBM and Red Hat</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/industries/"> Industries</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/infrastructure-and-automation/"> Integration & Automation</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/iot/"> Internet of Things</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/machine-learning/"> Machine Learning</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/media/"> Media</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/messaging-and-targeting/"> Messaging & Targeting</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/modernizing-with-aws/"> Microsoft Workloads on AWS</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/migration-and-modernization/"> Migration and Modernization</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/dotnet/"> .NET on AWS</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/networking-and-content-delivery/"> Networking & Content Delivery</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/opensource/"> Open Source</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/publicsector/"> Public Sector</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/quantum-computing/" data-trk-params="{"trkOverrideWithQs":true}"> Quantum Computing</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/robotics/"> Robotics</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/awsforsap/"> SAP</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/security/blogs/" data-trk-params="{"trkOverrideWithQs":true}"> Security</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/spatial/"> Spatial Computing</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/startups/"> Startups</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/storage/"> Storage</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/supply-chain/"> Supply Chain & Logistics</a> <a class="lb-txt-none lb-txt" href="https://aws.amazon.com/blogs/training-and-certification/"> Training & Certification</a> </div> </div> </div> </div> <div class="lb-popover lb-popover-aui lb-popover-tiny" data-lb-comp="popover" data-id="blog-editions" id="blog-editions" aria-modal="false" aria-labelledby="popover-blog-editions-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <ul class="lb-txt-none lb-none-v-margin lb-ul lb-list-style-none lb-li-micro-v-margin lb-tiny-ul-block"> <li translate="no" lang="zh-CN"><a href="https://aws.amazon.com/cn/blogs/china/">中国版</a></li> <li translate="no" lang="ja-JP"><a href="https://aws.amazon.com/jp/blogs/news/">日本版</a></li> <li translate="no" lang="ko-KR"><a href="https://aws.amazon.com/ko/blogs/korea/">한국 에디션</a></li> <li translate="no" lang="ko-KR"><a href="https://aws.amazon.com/ko/blogs/tech/">기술 블로그</a></li> <li translate="no" lang="id-ID"><a href="https://aws.amazon.com/id/blogs/indonesia/">Edisi Bahasa Indonesia</a></li> <li translate="no" lang="tr-TR"><a href="https://aws.amazon.com/th/blogs/thailand/">AWS Thai Blog</a></li> <li translate="no" lang="fr-FR"><a href="https://aws.amazon.com/fr/blogs/france/">Édition Française</a></li> <li translate="no" lang="de-DE"><a href="https://aws.amazon.com/de/blogs/germany/">Deutsche Edition</a></li> <li translate="no" lang="pt-BR"><a href="https://aws.amazon.com/pt/blogs/aws-brasil/">Edição em Português</a></li> <li translate="no" lang="es-ES"><a href="https://aws.amazon.com/es/blogs/aws-spanish/">Edición en Español</a></li> <li translate="no" lang="ru-RU"><a href="https://aws.amazon.com/ru/blogs/rus/">Версия на русском</a></li> <li translate="no" lang="tr-TR"><a href="https://aws.amazon.com/tr/blogs/turkey/">Türkçe Sürüm</a></li> </ul> </div> </div> <div id="aws-page-content" class="lb-page-content lb-page-with-sticky-subnav blog-page blog-posts" data-page-alert-target="true"> <div class="aws-blog-content lb-row lb-row-max-large lb-snap"> <main class="lb-col lb-tiny-24" role="main" id="aws-page-content-main" tabindex="-1"> <h1 class="lb-h2 blog-title">AWS for Industries</h1> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/26/Learn-how-to-execute-Monte-Carlo-Simulations-and-Machine-Learning-data-processing-at-any-scale-with-AWS-Step-Functions-Distributed-Map-and-AWS-Lambda.-1120x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/simplify-monte-carlo-simulations-with-aws-serverless-services/" property="url" rel="bookmark"><img width="1024" height="576" src="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/26/Learn-how-to-execute-Monte-Carlo-Simulations-and-Machine-Learning-data-processing-at-any-scale-with-AWS-Step-Functions-Distributed-Map-and-AWS-Lambda.-1024x576.png" class="attachment-large size-large wp-post-image" alt="Learn how to execute Monte Carlo Simulations and Machine Learning data processing at any scale with AWS Step Functions Distributed Map and AWS Lambda"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/simplify-monte-carlo-simulations-with-aws-serverless-services/" property="url" rel="bookmark"><span property="name headline">Simplify Monte Carlo Simulations with AWS Serverless services</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Josh Ragsdale</span></span>, <span property="author" typeof="Person"><span property="name">Michael Haught</span></span>, and <span property="author" typeof="Person"><span property="name">Uma Ramadoss</span></span></span> <span>on <time property="datePublished" datetime="2024-11-27T12:24:00-08:00">27 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/compute/amazon-elastic-container-service/" title="View all posts in Amazon Elastic Container Service"><span property="articleSection">Amazon Elastic Container Service</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/storage/amazon-simple-storage-services-s3/" title="View all posts in Amazon Simple Storage Service (S3)"><span property="articleSection">Amazon Simple Storage Service (S3)</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/management-tools/aws-cloudformation/" title="View all posts in AWS CloudFormation"><span property="articleSection">AWS CloudFormation</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/compute/aws-fargate/" title="View all posts in AWS Fargate"><span property="articleSection">AWS Fargate</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/compute/aws-lambda/" title="View all posts in AWS Lambda"><span property="articleSection">AWS Lambda</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/application-services/aws-step-functions/" title="View all posts in AWS Step Functions"><span property="articleSection">AWS Step Functions</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/financial-services/" title="View all posts in Financial Services"><span property="articleSection">Financial Services</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/simplify-monte-carlo-simulations-with-aws-serverless-services/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/simplify-monte-carlo-simulations-with-aws-serverless-services/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/simplify-monte-carlo-simulations-with-aws-serverless-services/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Simplify%20Monte%20Carlo%20Simulations%20with%20AWS%20Serverless%20services&via=awscloud&url=https://aws.amazon.com/blogs/industries/simplify-monte-carlo-simulations-with-aws-serverless-services/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Simplify%20Monte%20Carlo%20Simulations%20with%20AWS%20Serverless%20services&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/simplify-monte-carlo-simulations-with-aws-serverless-services/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Simplify%20Monte%20Carlo%20Simulations%20with%20AWS%20Serverless%20services&body=Simplify%20Monte%20Carlo%20Simulations%20with%20AWS%20Serverless%20services%0A%0Ahttps://aws.amazon.com/blogs/industries/simplify-monte-carlo-simulations-with-aws-serverless-services/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/simplify-monte-carlo-simulations-with-aws-serverless-services/" title="Link to Simplify Monte Carlo Simulations with AWS Serverless services" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>Learn how to execute Monte Carlo Simulations and Machine Learning data processing at any scale with AWS Step Functions Distributed Map and AWS Lambda. Organizations across the financial services industry including those providing insurance products rely on Monte Carlo simulations and machine learning feature engineering processes for product development and risk analysis. These processes often […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/22/Boost-automotive-productivity-with-process-automation-facilitated-by-Generative-AI-1120x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/boost-automotive-productivity-with-process-automation-facilitated-by-generative-ai/" property="url" rel="bookmark"><img width="1024" height="576" src="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/22/Boost-automotive-productivity-with-process-automation-facilitated-by-Generative-AI-1024x576.png" class="attachment-large size-large wp-post-image" alt="Boost automotive productivity with process automation facilitated by Generative AI" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/boost-automotive-productivity-with-process-automation-facilitated-by-generative-ai/" property="url" rel="bookmark"><span property="name headline">Boost automotive productivity with process automation facilitated by Generative AI</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Nick Huntley</span></span>, <span property="author" typeof="Person"><span property="name">Dr. Christian Kohlschein</span></span>, <span property="author" typeof="Person"><span property="name">Colin Best</span></span>, and <span property="author" typeof="Person"><span property="name">Soonam Kurian</span></span></span> <span>on <time property="datePublished" datetime="2024-11-26T13:08:56-08:00">26 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/compute/amazon-ec2/" title="View all posts in Amazon EC2"><span property="articleSection">Amazon EC2</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/compute/amazon-kubernetes-service/" title="View all posts in Amazon Elastic Kubernetes Service"><span property="articleSection">Amazon Elastic Kubernetes Service</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/networking-content-delivery/amazon-route-53/" title="View all posts in Amazon Route 53"><span property="articleSection">Amazon Route 53</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/automotive/" title="View all posts in Automotive"><span property="articleSection">Automotive</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/boost-automotive-productivity-with-process-automation-facilitated-by-generative-ai/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/boost-automotive-productivity-with-process-automation-facilitated-by-generative-ai/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/boost-automotive-productivity-with-process-automation-facilitated-by-generative-ai/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Boost%20automotive%20productivity%20with%20process%20automation%20facilitated%20by%20Generative%20AI&via=awscloud&url=https://aws.amazon.com/blogs/industries/boost-automotive-productivity-with-process-automation-facilitated-by-generative-ai/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Boost%20automotive%20productivity%20with%20process%20automation%20facilitated%20by%20Generative%20AI&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/boost-automotive-productivity-with-process-automation-facilitated-by-generative-ai/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Boost%20automotive%20productivity%20with%20process%20automation%20facilitated%20by%20Generative%20AI&body=Boost%20automotive%20productivity%20with%20process%20automation%20facilitated%20by%20Generative%20AI%0A%0Ahttps://aws.amazon.com/blogs/industries/boost-automotive-productivity-with-process-automation-facilitated-by-generative-ai/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/boost-automotive-productivity-with-process-automation-facilitated-by-generative-ai/" title="Link to Boost automotive productivity with process automation facilitated by Generative AI" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>Enterprises today are continuing to explore new solutions to increase efficiency, particularly around process automation. That efficiency is pertinent to multiple industries, but it is especially notable in the automotive sector. Automotive research and development (R&D) teams need to address costly, time-consuming, and error-prone processes, for example, in generating request for proposal (RFP) documents. The […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/09/New-Retail_CPG-blog-card-1204x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/generative-ai-for-retail-key-trends-to-watch-in-2025/" property="url" rel="bookmark"><img width="1024" height="536" src="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/09/New-Retail_CPG-blog-card-1024x536.png" class="attachment-large size-large wp-post-image" alt="Generative AI for Retail: Key trends to watch in 2025" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/generative-ai-for-retail-key-trends-to-watch-in-2025/" property="url" rel="bookmark"><span property="name headline">Generative AI for Retail: Key trends to watch in 2025</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">David Dorf</span></span></span> <span>on <time property="datePublished" datetime="2024-11-26T11:48:12-08:00">26 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/artificial-intelligence/amazon-machine-learning/amazon-bedrock/" title="View all posts in Amazon Bedrock"><span property="articleSection">Amazon Bedrock</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/artificial-intelligence/amazon-machine-learning/amazon-bedrock/amazon-titan/" title="View all posts in Amazon Titan"><span property="articleSection">Amazon Titan</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/artificial-intelligence/generative-ai/" title="View all posts in Generative AI"><span property="articleSection">Generative AI</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/retail/" title="View all posts in Retail"><span property="articleSection">Retail</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/generative-ai-for-retail-key-trends-to-watch-in-2025/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/generative-ai-for-retail-key-trends-to-watch-in-2025/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/generative-ai-for-retail-key-trends-to-watch-in-2025/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Generative%20AI%20for%20Retail%3A%20Key%20trends%20to%20watch%20in%202025&via=awscloud&url=https://aws.amazon.com/blogs/industries/generative-ai-for-retail-key-trends-to-watch-in-2025/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Generative%20AI%20for%20Retail%3A%20Key%20trends%20to%20watch%20in%202025&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/generative-ai-for-retail-key-trends-to-watch-in-2025/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Generative%20AI%20for%20Retail%3A%20Key%20trends%20to%20watch%20in%202025&body=Generative%20AI%20for%20Retail%3A%20Key%20trends%20to%20watch%20in%202025%0A%0Ahttps://aws.amazon.com/blogs/industries/generative-ai-for-retail-key-trends-to-watch-in-2025/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/generative-ai-for-retail-key-trends-to-watch-in-2025/" title="Link to Generative AI for Retail: Key trends to watch in 2025" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>It’s that time of year when the pundits opine on what next year will bring for retailers. Rather than listing the top technology trends in retail as I did last year, I’m going to focus on generative AI and highlight some key trends to watch. If 2023 was the year when generative AI exploded on […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/14/Optimizing-Cloud-Operations-on-AWS-for-Telecom-Excellence-1120x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/optimizing-cloud-operations-on-aws-for-telecom-excellence/" property="url" rel="bookmark"><img width="1024" height="576" src="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/14/Optimizing-Cloud-Operations-on-AWS-for-Telecom-Excellence-1024x576.png" class="attachment-large size-large wp-post-image" alt="Optimizing Cloud Operations on AWS for Telecom Excellence" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/optimizing-cloud-operations-on-aws-for-telecom-excellence/" property="url" rel="bookmark"><span property="name headline">Your telecom cloud journey on AWS: Part 3 – Optimizing cloud operations on AWS for telecom excellence</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Gouthami Gurram</span></span>, <span property="author" typeof="Person"><span property="name">Amir Choudhri</span></span>, and <span property="author" typeof="Person"><span property="name">Malcolm Orr</span></span></span> <span>on <time property="datePublished" datetime="2024-11-26T11:20:33-08:00">26 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/management-tools/amazon-cloudwatch/" title="View all posts in Amazon CloudWatch"><span property="articleSection">Amazon CloudWatch</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/compute/amazon-ec2/" title="View all posts in Amazon EC2"><span property="articleSection">Amazon EC2</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/compute/amazon-kubernetes-service/" title="View all posts in Amazon Elastic Kubernetes Service"><span property="articleSection">Amazon Elastic Kubernetes Service</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/management-tools/amazon-managed-service-for-grafana/" title="View all posts in Amazon Managed Grafana"><span property="articleSection">Amazon Managed Grafana</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/analytics/amazon-managed-streaming-for-apache-kafka/" title="View all posts in Amazon Managed Streaming for Apache Kafka (Amazon MSK)"><span property="articleSection">Amazon Managed Streaming for Apache Kafka (Amazon MSK)</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/networking-content-delivery/amazon-route-53/" title="View all posts in Amazon Route 53"><span property="articleSection">Amazon Route 53</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/storage/amazon-simple-storage-services-s3/" title="View all posts in Amazon Simple Storage Service (S3)"><span property="articleSection">Amazon Simple Storage Service (S3)</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/networking-content-delivery/aws-direct-connect/" title="View all posts in AWS Direct Connect"><span property="articleSection">AWS Direct Connect</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/application-services/aws-step-functions/" title="View all posts in AWS Step Functions"><span property="articleSection">AWS Step Functions</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/telecommunications/" title="View all posts in Telecommunications"><span property="articleSection">Telecommunications</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/optimizing-cloud-operations-on-aws-for-telecom-excellence/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/optimizing-cloud-operations-on-aws-for-telecom-excellence/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/optimizing-cloud-operations-on-aws-for-telecom-excellence/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Your%20telecom%20cloud%20journey%20on%20AWS%3A%20Part%203%20-%20Optimizing%20cloud%20operations%20on%20AWS%20for%20telecom%20excellence&via=awscloud&url=https://aws.amazon.com/blogs/industries/optimizing-cloud-operations-on-aws-for-telecom-excellence/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Your%20telecom%20cloud%20journey%20on%20AWS%3A%20Part%203%20-%20Optimizing%20cloud%20operations%20on%20AWS%20for%20telecom%20excellence&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/optimizing-cloud-operations-on-aws-for-telecom-excellence/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Your%20telecom%20cloud%20journey%20on%20AWS%3A%20Part%203%20-%20Optimizing%20cloud%20operations%20on%20AWS%20for%20telecom%20excellence&body=Your%20telecom%20cloud%20journey%20on%20AWS%3A%20Part%203%20-%20Optimizing%20cloud%20operations%20on%20AWS%20for%20telecom%20excellence%0A%0Ahttps://aws.amazon.com/blogs/industries/optimizing-cloud-operations-on-aws-for-telecom-excellence/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/optimizing-cloud-operations-on-aws-for-telecom-excellence/" title="Link to Your telecom cloud journey on AWS: Part 3 – Optimizing cloud operations on AWS for telecom excellence" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>Introduction In “Your Telecom Cloud Journey on AWS: Part 1 – Establishing a Foundation” and “Accelerating Your Telecom Cloud Journey: A Technical Roadmap with AWS” we covered the transformation journey that many Telcos are embarking on when running complex and critical Telco workloads on AWS. Once a cloud foundation is established and workloads are running […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/17/Your-telecom-cloud-journey-on-AWS-Part-2-1120x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/a-technical-roadmap-with-aws/" property="url" rel="bookmark"><img width="1024" height="576" src="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/17/Your-telecom-cloud-journey-on-AWS-Part-2-1024x576.png" class="attachment-large size-large wp-post-image" alt="Your telecom cloud journey on AWS: Part 2 - A technical roadmap with AWS" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/a-technical-roadmap-with-aws/" property="url" rel="bookmark"><span property="name headline">Your telecom cloud journey on AWS: Part 2 – A technical roadmap with AWS</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Amir Choudhri</span></span>, <span property="author" typeof="Person"><span property="name">Rolando Jr Hilvano</span></span>, and <span property="author" typeof="Person"><span property="name">Dr. Young Jung</span></span></span> <span>on <time property="datePublished" datetime="2024-11-26T11:18:44-08:00">26 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/compute/amazon-ec2/" title="View all posts in Amazon EC2"><span property="articleSection">Amazon EC2</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/security-identity-compliance/amazon-macie/" title="View all posts in Amazon Macie"><span property="articleSection">Amazon Macie</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/networking-content-delivery/amazon-route-53/" title="View all posts in Amazon Route 53"><span property="articleSection">Amazon Route 53</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/compute/amazon-vpc/" title="View all posts in Amazon VPC"><span property="articleSection">Amazon VPC</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/management-tools/aws-cloudformation/" title="View all posts in AWS CloudFormation"><span property="articleSection">AWS CloudFormation</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/management-tools/aws-cloudtrail/" title="View all posts in AWS CloudTrail"><span property="articleSection">AWS CloudTrail</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/management-tools/aws-config/" title="View all posts in AWS Config"><span property="articleSection">AWS Config</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/management-tools/aws-control-tower/" title="View all posts in AWS Control Tower"><span property="articleSection">AWS Control Tower</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/networking-content-delivery/aws-direct-connect/" title="View all posts in AWS Direct Connect"><span property="articleSection">AWS Direct Connect</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/security-identity-compliance/aws-identity-and-access-management-iam/" title="View all posts in AWS Identity and Access Management (IAM)"><span property="articleSection">AWS Identity and Access Management (IAM)</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/security-identity-compliance/aws-security-hub/" title="View all posts in AWS Security Hub"><span property="articleSection">AWS Security Hub</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/telecommunications/" title="View all posts in Telecommunications"><span property="articleSection">Telecommunications</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/a-technical-roadmap-with-aws/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/a-technical-roadmap-with-aws/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/a-technical-roadmap-with-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Your%20telecom%20cloud%20journey%20on%20AWS%3A%20Part%202%20-%20A%20technical%20roadmap%20with%20AWS&via=awscloud&url=https://aws.amazon.com/blogs/industries/a-technical-roadmap-with-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Your%20telecom%20cloud%20journey%20on%20AWS%3A%20Part%202%20-%20A%20technical%20roadmap%20with%20AWS&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/a-technical-roadmap-with-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Your%20telecom%20cloud%20journey%20on%20AWS%3A%20Part%202%20-%20A%20technical%20roadmap%20with%20AWS&body=Your%20telecom%20cloud%20journey%20on%20AWS%3A%20Part%202%20-%20A%20technical%20roadmap%20with%20AWS%0A%0Ahttps://aws.amazon.com/blogs/industries/a-technical-roadmap-with-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/a-technical-roadmap-with-aws/" title="Link to Your telecom cloud journey on AWS: Part 2 – A technical roadmap with AWS" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>Introduction In “Blog 1 – Your Telecom Cloud Journey on AWS: Part 1 – Establishing a Foundation” we covered the importance of establishing a strong cloud foundation on AWS, and we identified some of the key capabilities that are different or need to be adapted for Telco use cases. Specifically, we can see that from […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/13/Your-Telecom-Cloud-Journey-part-one-1120x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/your-telecom-cloud-journey-on-aws-part-1-establishing-a-foundation/" property="url" rel="bookmark"><img width="1024" height="576" src="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/13/Your-Telecom-Cloud-Journey-part-one-1024x576.png" class="attachment-large size-large wp-post-image" alt="Your Telecom Cloud Journey on AWS: Part 1 - Establishing a Foundation" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/your-telecom-cloud-journey-on-aws-part-1-establishing-a-foundation/" property="url" rel="bookmark"><span property="name headline">Your Telecom Cloud Journey on AWS: Part 1 – Establishing a Foundation</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Amir Choudhri</span></span>, <span property="author" typeof="Person"><span property="name">Gouthami Gurram</span></span>, <span property="author" typeof="Person"><span property="name">Malcolm Orr</span></span>, and <span property="author" typeof="Person"><span property="name">Rolando Jr Hilvano</span></span></span> <span>on <time property="datePublished" datetime="2024-11-26T11:18:01-08:00">26 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/networking-content-delivery/aws-direct-connect/" title="View all posts in AWS Direct Connect"><span property="articleSection">AWS Direct Connect</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/compute/aws-outposts/" title="View all posts in AWS Outposts"><span property="articleSection">AWS Outposts</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/networking-content-delivery/aws-transit-gateway/" title="View all posts in AWS Transit Gateway"><span property="articleSection">AWS Transit Gateway</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/compute/aws-wavelength/" title="View all posts in AWS Wavelength"><span property="articleSection">AWS Wavelength</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/telecommunications/" title="View all posts in Telecommunications"><span property="articleSection">Telecommunications</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/your-telecom-cloud-journey-on-aws-part-1-establishing-a-foundation/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/your-telecom-cloud-journey-on-aws-part-1-establishing-a-foundation/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/your-telecom-cloud-journey-on-aws-part-1-establishing-a-foundation/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Your%20Telecom%20Cloud%20Journey%20on%20AWS%3A%20Part%201%20-%20Establishing%20a%20Foundation&via=awscloud&url=https://aws.amazon.com/blogs/industries/your-telecom-cloud-journey-on-aws-part-1-establishing-a-foundation/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Your%20Telecom%20Cloud%20Journey%20on%20AWS%3A%20Part%201%20-%20Establishing%20a%20Foundation&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/your-telecom-cloud-journey-on-aws-part-1-establishing-a-foundation/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Your%20Telecom%20Cloud%20Journey%20on%20AWS%3A%20Part%201%20-%20Establishing%20a%20Foundation&body=Your%20Telecom%20Cloud%20Journey%20on%20AWS%3A%20Part%201%20-%20Establishing%20a%20Foundation%0A%0Ahttps://aws.amazon.com/blogs/industries/your-telecom-cloud-journey-on-aws-part-1-establishing-a-foundation/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/your-telecom-cloud-journey-on-aws-part-1-establishing-a-foundation/" title="Link to Your Telecom Cloud Journey on AWS: Part 1 – Establishing a Foundation" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>Introduction This three-part series provides guidance on establishing a platform, or Telco Cloud, for Communications Service Providers (CSPs) migrating Telecommunications service provider (Telco) workloads to AWS. Sharing experiences from our Telco users’ journeys to the cloud, we cover the key operational and technical considerations when migrating complex telco workloads such as Core Networks, Radio Access […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/19/AWS-Brings-the-Power-of-Generative-AI-to-Ecommerce-with-the-AI-Shopping-Assistant-1204x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/aws-brings-the-power-of-generative-ai-to-ecommerce-with-the-ai-shopping-assistant/" property="url" rel="bookmark"><img width="1024" height="536" src="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/19/AWS-Brings-the-Power-of-Generative-AI-to-Ecommerce-with-the-AI-Shopping-Assistant-1024x536.png" class="attachment-large size-large wp-post-image" alt="AWS Brings the Power of Generative AI to Ecommerce with the AI Shopping Assistant" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/aws-brings-the-power-of-generative-ai-to-ecommerce-with-the-ai-shopping-assistant/" property="url" rel="bookmark"><span property="name headline">AWS Brings the Power of Generative AI to Ecommerce with the AI Shopping Assistant</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Yuri Chamarelli</span></span> and <span property="author" typeof="Person"><span property="name">Pat Reilly</span></span></span> <span>on <time property="datePublished" datetime="2024-11-26T11:07:46-08:00">26 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/artificial-intelligence/amazon-machine-learning/amazon-bedrock/" title="View all posts in Amazon Bedrock"><span property="articleSection">Amazon Bedrock</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/networking-content-delivery/amazon-cloudfront/" title="View all posts in Amazon CloudFront"><span property="articleSection">Amazon CloudFront</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/database/amazon-dynamodb/" title="View all posts in Amazon DynamoDB"><span property="articleSection">Amazon DynamoDB</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/analytics/amazon-elasticsearch-service/" title="View all posts in Amazon OpenSearch Service"><span property="articleSection">Amazon OpenSearch Service</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/mobile-services/aws-appsync/" title="View all posts in AWS AppSync"><span property="articleSection">AWS AppSync</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/compute/aws-lambda/" title="View all posts in AWS Lambda"><span property="articleSection">AWS Lambda</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/retail/" title="View all posts in Retail"><span property="articleSection">Retail</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/aws-brings-the-power-of-generative-ai-to-ecommerce-with-the-ai-shopping-assistant/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/aws-brings-the-power-of-generative-ai-to-ecommerce-with-the-ai-shopping-assistant/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/aws-brings-the-power-of-generative-ai-to-ecommerce-with-the-ai-shopping-assistant/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=AWS%20Brings%20the%20Power%20of%20Generative%20AI%20to%20Ecommerce%20with%20the%20AI%20Shopping%20Assistant&via=awscloud&url=https://aws.amazon.com/blogs/industries/aws-brings-the-power-of-generative-ai-to-ecommerce-with-the-ai-shopping-assistant/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=AWS%20Brings%20the%20Power%20of%20Generative%20AI%20to%20Ecommerce%20with%20the%20AI%20Shopping%20Assistant&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/aws-brings-the-power-of-generative-ai-to-ecommerce-with-the-ai-shopping-assistant/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=AWS%20Brings%20the%20Power%20of%20Generative%20AI%20to%20Ecommerce%20with%20the%20AI%20Shopping%20Assistant&body=AWS%20Brings%20the%20Power%20of%20Generative%20AI%20to%20Ecommerce%20with%20the%20AI%20Shopping%20Assistant%0A%0Ahttps://aws.amazon.com/blogs/industries/aws-brings-the-power-of-generative-ai-to-ecommerce-with-the-ai-shopping-assistant/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/aws-brings-the-power-of-generative-ai-to-ecommerce-with-the-ai-shopping-assistant/" title="Link to AWS Brings the Power of Generative AI to Ecommerce with the AI Shopping Assistant" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>You’re planning a home project—maybe building a new deck or finally transforming that basement into a cozy retreat. You visit an online retailer, ready to order supplies, only to be met with pages of options: hundreds of screws, dozens of wood types, countless tools. What started as an exciting project now feels like a chore […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/25/Using-generative-AI-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-AWS-1120x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/using-generative-ai-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-aws/" property="url" rel="bookmark"><img width="1024" height="576" src="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/25/Using-generative-AI-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-AWS-1024x576.png" class="attachment-large size-large wp-post-image" alt="Using generative AI for hyper-personalized telecom billing and subscription experiences on AWS" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/using-generative-ai-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-aws/" property="url" rel="bookmark"><span property="name headline">Using generative AI for hyper-personalized telecom billing and subscription experiences on AWS</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Rabindra Shakya</span></span>, <span property="author" typeof="Person"><span property="name">John Fendley</span></span>, and <span property="author" typeof="Person"><span property="name">Visu Sontam</span></span></span> <span>on <time property="datePublished" datetime="2024-11-26T11:05:51-08:00">26 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/artificial-intelligence/amazon-machine-learning/amazon-bedrock/" title="View all posts in Amazon Bedrock"><span property="articleSection">Amazon Bedrock</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/artificial-intelligence/sagemaker/" title="View all posts in Amazon SageMaker"><span property="articleSection">Amazon SageMaker</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/artificial-intelligence/generative-ai/" title="View all posts in Generative AI"><span property="articleSection">Generative AI</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/using-generative-ai-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-aws/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/using-generative-ai-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-aws/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/using-generative-ai-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Using%20generative%20AI%20for%20hyper-personalized%20telecom%20billing%20and%20subscription%20experiences%20on%20AWS&via=awscloud&url=https://aws.amazon.com/blogs/industries/using-generative-ai-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Using%20generative%20AI%20for%20hyper-personalized%20telecom%20billing%20and%20subscription%20experiences%20on%20AWS&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/using-generative-ai-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Using%20generative%20AI%20for%20hyper-personalized%20telecom%20billing%20and%20subscription%20experiences%20on%20AWS&body=Using%20generative%20AI%20for%20hyper-personalized%20telecom%20billing%20and%20subscription%20experiences%20on%20AWS%0A%0Ahttps://aws.amazon.com/blogs/industries/using-generative-ai-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/using-generative-ai-for-hyper-personalized-telecom-billing-and-subscription-experiences-on-aws/" title="Link to Using generative AI for hyper-personalized telecom billing and subscription experiences on AWS" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>The quest for hyper-personalization in telecom billing is here to stay Exceptional customer experiences are non-negotiable for building loyalty and driving revenue growth. However, the billing process remains a sore point that frustrates and alienates a significant portion of the customer base. Unclear or confusing bills erode trust, resulting in a contact center calls being […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/25/AMT-RIV-2024-Blog-thumbnail-1204x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/your-guide-to-aws-for-advertising-marketing-at-reinvent-2024/" property="url" rel="bookmark"><img width="1024" height="536" src="https://d2908q01vomqb2.cloudfront.net/c5b76da3e608d34edb07244cd9b875ee86906328/2024/11/25/AMT-RIV-2024-Blog-thumbnail-1024x536.png" class="attachment-large size-large wp-post-image" alt="AMT RIV 2024 Blog thumbnail" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/your-guide-to-aws-for-advertising-marketing-at-reinvent-2024/" property="url" rel="bookmark"><span property="name headline">Your guide to AWS for Advertising & Marketing at re:Invent 2024</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Allison Milone</span></span> and <span property="author" typeof="Person"><span property="name">Jonathan Harmms</span></span></span> <span>on <time property="datePublished" datetime="2024-11-25T12:10:59-08:00">25 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/events/reinvent/" title="View all posts in AWS re:Invent"><span property="articleSection">AWS re:Invent</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/events/" title="View all posts in Events"><span property="articleSection">Events</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/marketing-and-advertising/" title="View all posts in Marketing & Advertising"><span property="articleSection">Marketing & Advertising</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/your-guide-to-aws-for-advertising-marketing-at-reinvent-2024/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/your-guide-to-aws-for-advertising-marketing-at-reinvent-2024/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/your-guide-to-aws-for-advertising-marketing-at-reinvent-2024/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Your%20guide%20to%20AWS%20for%20Advertising%20%26amp%3B%20Marketing%20at%20re%3AInvent%202024&via=awscloud&url=https://aws.amazon.com/blogs/industries/your-guide-to-aws-for-advertising-marketing-at-reinvent-2024/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Your%20guide%20to%20AWS%20for%20Advertising%20%26amp%3B%20Marketing%20at%20re%3AInvent%202024&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/your-guide-to-aws-for-advertising-marketing-at-reinvent-2024/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Your%20guide%20to%20AWS%20for%20Advertising%20%26amp%3B%20Marketing%20at%20re%3AInvent%202024&body=Your%20guide%20to%20AWS%20for%20Advertising%20%26amp%3B%20Marketing%20at%20re%3AInvent%202024%0A%0Ahttps://aws.amazon.com/blogs/industries/your-guide-to-aws-for-advertising-marketing-at-reinvent-2024/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/your-guide-to-aws-for-advertising-marketing-at-reinvent-2024/" title="Link to Your guide to AWS for Advertising & Marketing at re:Invent 2024" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>Whether you’re an AdTech innovator, agency executive, MarTech builder, or data scientist, re:Invent 2024 brings an unparalleled opportunity to explore the latest innovations in cloud-powered advertising and marketing technology. Get ready for the fourteenth edition of AWS re:Invent, in Las Vegas (Dec. 2 – 6), to immerse yourself in a world of knowledge, inspiration, and […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/industries/building-a-manufacturing-digital-thread-using-graph-and-generative-ai-on-aws/" property="url" rel="bookmark"><img src="https://d2908q01vomqb2.cloudfront.net/827bfc458708f0b442009c9c9836f7e4b65557fb/2020/06/03/Blog-Post_thumbnail.png" width="768" height="385" class="wp-post-image"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/industries/building-a-manufacturing-digital-thread-using-graph-and-generative-ai-on-aws/" property="url" rel="bookmark"><span property="name headline">Building a Manufacturing Digital Thread using Graph and Generative AI on AWS</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Raja GT</span></span>, <span property="author" typeof="Person"><span property="name">Shing Poon</span></span>, and <span property="author" typeof="Person"><span property="name">Vedanth Srinivasan</span></span></span> <span>on <time property="datePublished" datetime="2024-11-25T11:47:31-08:00">25 NOV 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/industries/category/post-types/best-practices/" title="View all posts in Best Practices"><span property="articleSection">Best Practices</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/artificial-intelligence/generative-ai/" title="View all posts in Generative AI"><span property="articleSection">Generative AI</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/" title="View all posts in Industries"><span property="articleSection">Industries</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/industries/manufacturing/" title="View all posts in Manufacturing"><span property="articleSection">Manufacturing</span></a>, <a href="https://aws.amazon.com/blogs/industries/category/post-types/thought-leadership/" title="View all posts in Thought Leadership"><span property="articleSection">Thought Leadership</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/industries/building-a-manufacturing-digital-thread-using-graph-and-generative-ai-on-aws/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/industries/building-a-manufacturing-digital-thread-using-graph-and-generative-ai-on-aws/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" data-share-dialog style="display: none;"> <ul> <li> <a class="lb-txt" href="https://www.facebook.com/sharer/sharer.php?u=https://aws.amazon.com/blogs/industries/building-a-manufacturing-digital-thread-using-graph-and-generative-ai-on-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on Facebook"><span class="icon-facebook-square"></span></a> </li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Building%20a%20Manufacturing%20Digital%20Thread%20using%20Graph%20and%20Generative%20AI%20on%20AWS&via=awscloud&url=https://aws.amazon.com/blogs/industries/building-a-manufacturing-digital-thread-using-graph-and-generative-ai-on-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Building%20a%20Manufacturing%20Digital%20Thread%20using%20Graph%20and%20Generative%20AI%20on%20AWS&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/industries/building-a-manufacturing-digital-thread-using-graph-and-generative-ai-on-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Building%20a%20Manufacturing%20Digital%20Thread%20using%20Graph%20and%20Generative%20AI%20on%20AWS&body=Building%20a%20Manufacturing%20Digital%20Thread%20using%20Graph%20and%20Generative%20AI%20on%20AWS%0A%0Ahttps://aws.amazon.com/blogs/industries/building-a-manufacturing-digital-thread-using-graph-and-generative-ai-on-aws/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/industries/building-a-manufacturing-digital-thread-using-graph-and-generative-ai-on-aws/" title="Link to Building a Manufacturing Digital Thread using Graph and Generative AI on AWS" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>With the majority of manufacturing organizations embracing digital transformation efforts, the role of data as a strategic asset is becoming increasingly clear. When harnessed effectively throughout the product lifecycle, manufacturers can unlock key insights to reduce overall costs, improve product quality, streamline supply chain and deliver differentiated solutions to customers. However, operationalizing a data-driven transformation […]</p> </section> </div> </div> </article> <div class="blog-pagination"> <div class="lb-btn"> <a href="https://aws.amazon.com/blogs/industries/page/2/" class="lb-btn-p"><span>← Older posts</span></a> </div> </div> </main> </div> </div> <div class="awsm"> <footer id="aws-page-footer" class="m-page-footer" role="contentinfo"> <div class="data-attr-wrapper lb-none-v-margin lb-xb-grid-wrap" style="background-color:#141f2e;" data-da-type="so" data-da-so-type="viewport" data-da-so-language="en" data-da-so-category="monitoring" data-da-so-name="footer" data-da-so-version="a"> <div class="lb-xb-grid lb-row-max-large lb-snap lb-tiny-xb-1 lb-small-xb-3 lb-large-xb-5"> <div class="lb-xbcol"> <div class="data-attr-wrapper lb-small-hide lb-btn" data-da-type="so" data-da-so-type="viewport" data-da-so-language="en" data-da-so-category="monitoring" data-da-so-name="footer_buttons" data-da-so-url="all" data-da-so-version="footer_signin-mobile-default"> <a class="lb-btn-p-primary" href="https://console.aws.amazon.com/console/home?nc1=f_ct&src=footer-signin-mobile" role="button"> <span> Sign In to the Console</span> </a> </div> <h3 class="lb-txt-none lb-txt-white lb-tiny-v-margin lb-h3 lb-title"> Learn About AWS</h3> <ul class="lb-txt-white lb-ul lb-list-style-none lb-li-micro-v-margin lb-tiny-ul-block" style="margin-bottom:0px;"> <li><a href="https://aws.amazon.com/what-is-aws/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is AWS?</a></li> <li><a href="https://aws.amazon.com/what-is-cloud-computing/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is Cloud Computing?</a></li> <li><a href="https://aws.amazon.com/accessibility/?nc1=f_cc" target="_blank" rel="noopener noreferrer">AWS Accessibility</a></li> <li><a href="https://aws.amazon.com/diversity-inclusion/?nc1=f_cc" target="_blank" rel="noopener noreferrer">AWS Inclusion, Diversity & Equity</a></li> <li><a href="https://aws.amazon.com/devops/what-is-devops/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is DevOps?</a></li> <li><a href="https://aws.amazon.com/containers/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is a Container?</a></li> <li><a href="https://aws.amazon.com/what-is/data-lake/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is a Data Lake?</a></li> <li><a href="https://aws.amazon.com/what-is/artificial-intelligence/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What is Artificial Intelligence (AI)?</a></li> <li><a href="https://aws.amazon.com/what-is/generative-ai/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What is Generative AI?</a></li> <li><a href="https://aws.amazon.com/what-is/machine-learning/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What is Machine Learning (ML)?</a></li> <li><a href="https://aws.amazon.com/security/?nc1=f_cc" target="_blank" rel="noopener noreferrer">AWS Cloud Security</a></li> <li><a href="https://aws.amazon.com/new/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What's New</a></li> <li><a href="https://aws.amazon.com/blogs/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Blogs</a></li> <li><a href="https://press.aboutamazon.com/press-releases/aws" target="_blank" rel="noopener noreferrer" title="Press Releases" alt="Press Releases">Press Releases</a></li> </ul> </div> <div class="lb-xbcol"> <h3 class="lb-txt-none lb-txt-white lb-tiny-v-margin lb-h3 lb-title"> Resources for AWS</h3> <ul class="lb-txt-white lb-ul lb-list-style-none lb-li-micro-v-margin lb-tiny-ul-block" style="margin-bottom:0px;"> <li><a href="https://aws.amazon.com/getting-started/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Getting Started</a></li> <li><a href="https://aws.amazon.com/training/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Training and Certification</a></li> <li><a href="https://aws.amazon.com/solutions/?nc1=f_cc" target="_blank" rel="noopener noreferrer">AWS Solutions Library</a></li> <li><a href="https://aws.amazon.com/architecture/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Architecture Center</a></li> <li><a href="https://aws.amazon.com/faqs/?nc1=f_dr" target="_blank" rel="noopener noreferrer">Product and Technical FAQs</a></li> <li><a href="https://aws.amazon.com/resources/analyst-reports/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Analyst Reports</a></li> <li><a href="https://aws.amazon.com/partners/work-with-partners/?nc1=f_dr" target="_blank" rel="noopener noreferrer">AWS Partners</a></li> </ul> </div> <div class="lb-xbcol"> <h3 class="lb-txt-none lb-txt-white lb-tiny-v-margin lb-h3 lb-title"> Developers on AWS</h3> <ul class="lb-txt-white lb-ul lb-list-style-none lb-li-micro-v-margin lb-tiny-ul-block" style="margin-bottom:0px;"> <li><a href="https://aws.amazon.com/developer/?nc1=f_dr" target="_blank" rel="noopener noreferrer">Developer Center</a></li> <li><a href="https://aws.amazon.com/developer/tools/?nc1=f_dr" target="_blank" rel="noopener noreferrer">SDKs & Tools</a></li> <li><a href="https://aws.amazon.com/developer/language/net/?nc1=f_dr" target="_blank" rel="noopener noreferrer">.NET on AWS</a></li> <li><a href="https://aws.amazon.com/developer/language/python/?nc1=f_dr" target="_blank" rel="noopener noreferrer">Python on AWS</a></li> <li><a href="https://aws.amazon.com/developer/language/java/?nc1=f_dr" target="_blank" rel="noopener noreferrer">Java on AWS</a></li> <li><a href="https://aws.amazon.com/developer/language/php/?nc1=f_cc" target="_blank" rel="noopener noreferrer">PHP on AWS</a></li> <li><a href="https://aws.amazon.com/developer/language/javascript/?nc1=f_dr" target="_blank" rel="noopener noreferrer">JavaScript on AWS</a></li> </ul> </div> <div class="lb-xbcol"> <h3 class="lb-txt-none lb-txt-white lb-tiny-v-margin lb-h3 lb-title"> Help</h3> <ul class="lb-txt-white lb-ul lb-list-style-none lb-li-micro-v-margin lb-tiny-ul-block" style="margin-bottom:0px;"> <li><a href="https://aws.amazon.com/contact-us/?nc1=f_m" target="_blank" rel="noopener noreferrer">Contact Us</a></li> <li><a href="https://iq.aws.amazon.com/?utm=mkt.foot/?nc1=f_m" target="_blank" rel="noopener noreferrer">Get Expert Help</a></li> <li><a href="https://console.aws.amazon.com/support/home/?nc1=f_dr" target="_blank" rel="noopener noreferrer">File a Support Ticket</a></li> <li><a href="https://repost.aws/?nc1=f_dr" target="_blank" rel="noopener noreferrer">AWS re:Post</a></li> <li><a href="https://repost.aws/knowledge-center/?nc1=f_dr" target="_blank" rel="noopener noreferrer">Knowledge Center</a></li> <li><a href="https://aws.amazon.com/premiumsupport/?nc1=f_dr" target="_blank" rel="noopener noreferrer">AWS Support Overview</a></li> <li><a href="https://aws.amazon.com/legal/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Legal</a></li> <li><a href="https://aws.amazon.com/careers/">AWS Careers</a></li> </ul> <div class="lb-mbox js-mbox" data-lb-comp="mbox" data-lb-comp-ignore="true" data-mbox="en_footer-v3_addl-help"> </div> </div> <div class="lb-xbcol"> <div class="lb-mbox js-mbox" data-lb-comp="mbox" data-lb-comp-ignore="true" data-mbox="en_footer-v3_cta"> <div class="data-attr-wrapper lb-tiny-hide lb-small-show lb-btn" data-da-type="so" data-da-so-type="viewport" data-da-so-language="en" data-da-so-category="monitoring" data-da-so-name="footer_buttons" data-da-so-url="all" data-da-so-version="footer_signup-default"> <a class="lb-btn-p-primary" href="https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc1=f_ct&src=default" role="button"> <span> Create an AWS Account</span> </a> </div> </div> <div class="lb-xb-grid-wrap" style="padding-left:0px; margin-top:20px; margin-bottom:0px;"> <div class="lb-xb-grid lb-row-max-large lb-xb-equal-height lb-snap lb-gutter-collapse lb-vgutter-collapse lb-tiny-xb-4"> <div class="lb-xbcol"> <a class="lb-txt-none lb-txt-white lb-none-pad lb-txt" style="padding-left:0px; padding-right:5px;" href="https://twitter.com/awscloud" target="_blank" rel="noopener noreferrer" title="Twitter" alt="Twitter"> <i class="icon-twitter lb-before"></i></a> </div> <div class="lb-xbcol"> <a class="lb-txt-none lb-txt-white lb-none-pad lb-none-v-margin lb-txt" style="padding-right:5px;" href="https://www.facebook.com/amazonwebservices" target="_blank" rel="noopener noreferrer" title="Facebook" alt="Facebook"> <i class="icon-facebook lb-before"></i></a> </div> <div class="lb-xbcol"> <a class="lb-txt-none lb-txt-white lb-none-pad lb-txt" style="padding-right:5px;" href="https://www.linkedin.com/company/amazon-web-services/" target="_blank" rel="noopener noreferrer" title="Linkedin" alt="Linkedin"> <i class="icon-linkedin lb-before"></i></a> </div> <div class="lb-xbcol"> <a class="lb-txt-none lb-txt-white lb-none-pad lb-txt" style="padding-right:5px;" href="https://www.instagram.com/amazonwebservices/" target="_blank" rel="noopener noreferrer" title="Instagram" alt="Instagram"> <i class="icon-instagram lb-before"></i></a> </div> </div> </div> <div class="lb-xb-grid-wrap" style="padding-left:0px; margin-top:10px;"> <div class="lb-xb-grid lb-row-max-large lb-xb-equal-height lb-snap lb-gutter-collapse lb-vgutter-collapse lb-tiny-xb-4"> <div class="lb-xbcol"> <a class="lb-txt-none lb-txt-white lb-none-pad lb-txt" style="padding-right:5px;" href="https://www.twitch.tv/aws" target="_blank" rel="noopener noreferrer" title="Twitch" alt="Twitch"> <i class="icon-twitch lb-before"></i></a> </div> <div class="lb-xbcol"> <a class="lb-txt-none lb-txt-white lb-none-pad lb-txt" style="padding-right:5px;" href="https://www.youtube.com/user/AmazonWebServices/Cloud/" target="_blank" rel="noopener noreferrer" title="YouTube" alt="YouTube"> <i class="icon-youtube lb-before"></i></a> </div> <div class="lb-xbcol"> <a class="lb-txt-none lb-txt-white lb-none-pad lb-txt" style="padding-right:5px;" href="https://aws.amazon.com/podcasts/" target="_blank" rel="noopener noreferrer" title="Podcast" alt="Podcast"> <i class="icon-podcast lb-before"></i></a> </div> <div class="lb-xbcol"> <a class="lb-txt-none lb-txt-white lb-none-pad lb-txt" style="padding-right:5px;" href="https://pages.awscloud.com/communication-preferences?trk=homepage" target="_blank" rel="noopener noreferrer" title="Email" alt="Email"> <i class="icon-envelope-o lb-before"></i></a> </div> </div> </div> <div class="lb-txt-normal lb-txt-white lb-txt-14 lb-rtxt" style="color:#eaeded; margin-top:0px;"> <div> Amazon is an Equal Opportunity Employer: <i> Minority / Women / Disability / Veteran / Gender Identity / Sexual Orientation / Age.</i> </div> </div> </div> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-xb-grid-wrap" style="background-color:#141f2e;"> <div class="lb-xb-grid lb-row-max-large lb-snap lb-tiny-xb-1"> <div class="lb-xbcol"> <ul class="lb-txt-white lb-tiny-iblock lb-none-v-margin lb-ul lb-list-style-none lb-li-micro-v-margin lb-tiny-ul-iblock"> <li class="lb-txt-bold">Language</li> <li data-language="ar" lang="ar-SA" translate="no"><a href="https://aws.amazon.com/ar/?nc1=h_ls">عربي</a></li> <li data-language="id" lang="id-ID" translate="no"><a href="https://aws.amazon.com/id/?nc1=h_ls">Bahasa Indonesia</a></li> <li data-language="de" lang="de-DE" translate="no"><a href="https://aws.amazon.com/de/?nc1=h_ls">Deutsch</a></li> <li data-language="en" lang="en-US" translate="no"><a href="https://aws.amazon.com/?nc1=h_ls">English</a></li> <li data-language="es" lang="es-ES" translate="no"><a href="https://aws.amazon.com/es/?nc1=h_ls">Español</a></li> <li data-language="fr" lang="fr-FR" translate="no"><a href="https://aws.amazon.com/fr/?nc1=h_ls">Français</a></li> <li data-language="it" lang="it-IT" translate="no"><a href="https://aws.amazon.com/it/?nc1=h_ls">Italiano</a></li> <li data-language="pt" lang="pt-BR" translate="no"><a href="https://aws.amazon.com/pt/?nc1=h_ls">Português</a></li> <li data-language="vi" lang="vi-VN" translate="no"><a href="https://aws.amazon.com/vi/?nc1=f_ls">Tiếng Việt</a></li> <li data-language="tr" lang="tr-TR" translate="no"><a href="https://aws.amazon.com/tr/?nc1=h_ls">Türkçe</a></li> <li data-language="ru" lang="ru-RU" translate="no"><a href="https://aws.amazon.com/ru/?nc1=h_ls">Ρусский</a></li> <li data-language="th" lang="th-TH" translate="no"><a href="https://aws.amazon.com/th/?nc1=f_ls">ไทย</a></li> <li data-language="jp" lang="ja-JP" translate="no"><a href="https://aws.amazon.com/jp/?nc1=h_ls">日本語</a></li> <li data-language="ko" lang="ko-KR" translate="no"><a href="https://aws.amazon.com/ko/?nc1=h_ls">한국어</a></li> <li data-language="cn" lang="zh-CN" translate="no"><a href="https://aws.amazon.com/cn/?nc1=h_ls">中文 (简体)</a></li> <li data-language="tw" lang="zh-TW" translate="no"><a href="https://aws.amazon.com/tw/?nc1=h_ls">中文 (繁體)</a></li> </ul> </div> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-xb-grid-wrap" style="background-color:#EAEDED; padding-top:5px;"> <div class="lb-xb-grid lb-row-max-large lb-snap lb-tiny-xb-1"> <div class="lb-xbcol"> <div class="lb-mbox js-mbox" data-lb-comp="mbox" data-lb-comp-ignore="true" data-mbox="en_footer-legal-links"> <ul class="lb-txt-squid lb-none-v-margin lb-ul lb-list-style-none lb-li-none-v-margin lb-tiny-ul-iblock"> <li><a href="https://aws.amazon.com/privacy/?nc1=f_pr">Privacy</a></li> <li>|</li> <li><a href="https://aws.amazon.com/accessibility/?nc1=f_acc">Accessibility</a></li> <li>|</li> <li><a href="https://aws.amazon.com/terms/?nc1=f_pr">Site Terms</a></li> <li>|</li> <li data-cookie-consent-modal="1"><a href="#"> Cookie Preferences </a></li> <li>|</li> <li>© 2024, Amazon Web Services, Inc. or its affiliates. All rights reserved.</li> </ul> </div> </div> </div> </div> </footer> </div> <div id="aws-page-end"></div> <div id="lb-page-end"></div> <script src="https://a0.awsstatic.com/da/js/1.0.50/aws-da.js" async></script> <script src="https://a0.awsstatic.com/aws-blog/1.0.83/js/vendor/prism.js" data-default-language="markup"></script> </body> </html>