CINXE.COM
What is a Data Lake? - Introduction to Data Lakes and Analytics - AWS
<!doctype html> <html class="no-js aws-lng-en_US aws-with-target" lang="en-US" data-static-assets="https://a0.awsstatic.com" data-js-version="1.0.592" data-css-version="1.0.506"> <head> <meta http-equiv="Content-Security-Policy" content="default-src 'self' data: https://a0.awsstatic.com https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev; base-uri 'none'; connect-src 'self' https://*.analytics.console.aws.a2z.com https://*.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 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://csml-plc-prod.us-west-2.api.aws/plc/csml/logging 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://pricing-table.us-west-2.prod.site.p.awsstatic.com https://prod-us-west-2.csp-report.marketing.aws.dev https://prod.log.shortbread.aws.dev https://prod.tools.shortbread.aws.dev https://prod.us-east-1.api.gcr-chat.marketing.aws.dev https://prod.us-east-1.rest-bot.gcr-chat.marketing.aws.dev https://prod.us-east-1.ui.gcr-chat.marketing.aws.dev https://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://target.aws.amazon.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://wrp.aws.amazon.com https://www.youtube-nocookie.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://conversational-experience-worker.widget.console.aws.amazon.com/lotus/isolatedIFrame https://dpm.demdex.net https://pricing-table.us-west-2.prod.site.p.awsstatic.com https://token.us-west-2.prod.site.p.awsstatic.com https://www.youtube-nocookie.com; img-src 'self' blob: data: https://*.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.us-east-1.ui.gcr-chat.marketing.aws.dev https://s3.amazonaws.com/aws-quickstart/ https://ssl-static.libsyn.com https://static-cdn.jtvnw.net https://tv.awsstatic.com https://webchat-aws.clink.cn https://www.google.com https://www.linkedin.com https://yt3.ggpht.com; media-src 'self' blob: https://*.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 'sha256-jgWvRxM2lGx+QwPvQC8hRYx4ahuhO3oN0sho2suGmxc=' 'nonce-y1ODsbgQQE+wYYFQlomXkVCEoqEmKirgYXzqT7JvCaI=' '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.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://t0.m.awsstatic.com https://token.us-west-2.prod.site.p.awsstatic.com" data-report-uri="https://prod-us-west-2.csp-report.marketing.aws.dev/submit"> <meta http-equiv="content-type" content="text/html; charset=UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <link rel="preconnect" href="https://a0.awsstatic.com" crossorigin="anonymous"> <link rel="dns-prefetch" href="https://a0.awsstatic.com"> <link rel="dns-prefetch" href="https://d1.awsstatic.com"> <link rel="dns-prefetch" href="https://amazonwebservicesinc.tt.omtrdc.net"> <link rel="dns-prefetch" href="https://s0.awsstatic.com"> <link rel="dns-prefetch" href="https://t0.m.awsstatic.com"> <script type="application/json" data-eb-slot-start="true">{"ebSlot":"page-seo-metadata","ebSlotMeta":"{'renderMode':'noWrappers','version':'1.0','slotId':'page-seo-metadata','experienceId':'c7d0e857-6d10-4dc5-b5bd-5b48b7df3564','allowBlank':false,'hasAltExp':false,'isRTR':false,'filters':{'limit':1,'query':'id = \\'awsx2fwhat-isx2fdata-lake\\''}}"}</script> <script type="application/json" data-eb-exp-start="true">{"ebTplN":"awsm-eb/page-seo-metadata","ebTplV":"1.0.0","ebCScope":"page-seo-metadata","ebDScope":"DIRECTORIES","ebSsrCe":""}</script> <title>What is a Data Lake? - Introduction to Data Lakes and Analytics - AWS</title> <meta name="description" content="What is a Data Lake how and why businesses use Data Lake, and how to use Data Lake with AWS."> <meta property="twitter:title" content="What is a Data Lake? - Introduction to Data Lakes and Analytics - AWS"> <meta property="twitter:description" content="What is a Data Lake how and why businesses use Data Lake, and how to use Data Lake with AWS."> <meta property="og:title" content="What is a Data Lake? - Introduction to Data Lakes and Analytics - AWS"> <script type="application/json" data-eb-exp-end="true">{}</script> <script type="application/json" data-eb-slot-end="true">{}</script> <meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"> <link rel="canonical" href="https://aws.amazon.com/what-is/data-lake/"> <link rel="alternate" href="https://aws.amazon.com/ar/what-is/data-lake/" hreflang="ar-sa"> <link rel="alternate" href="https://aws.amazon.com/de/what-is/data-lake/" hreflang="de-de"> <link rel="alternate" href="https://aws.amazon.com/es/what-is/data-lake/" hreflang="es-es"> <link rel="alternate" href="https://aws.amazon.com/fr/what-is/data-lake/" hreflang="fr-fr"> <link rel="alternate" href="https://aws.amazon.com/id/what-is/data-lake/" hreflang="id-id"> <link rel="alternate" href="https://aws.amazon.com/it/what-is/data-lake/" hreflang="it-it"> <link rel="alternate" href="https://aws.amazon.com/jp/what-is/data-lake/" hreflang="ja-jp"> <link rel="alternate" href="https://aws.amazon.com/ko/what-is/data-lake/" hreflang="ko-kr"> <link rel="alternate" href="https://aws.amazon.com/pt/what-is/data-lake/" hreflang="pt-br"> <link rel="alternate" href="https://aws.amazon.com/ru/what-is/data-lake/" hreflang="ru-ru"> <link rel="alternate" href="https://aws.amazon.com/th/what-is/data-lake/" hreflang="th-th"> <link rel="alternate" href="https://aws.amazon.com/tr/what-is/data-lake/" hreflang="tr-tr"> <link rel="alternate" href="https://aws.amazon.com/vi/what-is/data-lake/" hreflang="vi-vn"> <link rel="alternate" href="https://aws.amazon.com/cn/what-is/data-lake/" hreflang="zh-cn"> <link rel="alternate" href="https://aws.amazon.com/tw/what-is/data-lake/" hreflang="zh-tw"> <script src="https://a0.awsstatic.com/libra/1.0.592/csp/csp-report.js" async="true"></script> <meta property="twitter:card" content="summary"> <meta property="twitter:image" content="https://a0.awsstatic.com/libra-css/images/logos/aws_logo_smile_179x109.png"> <meta property="twitter:site" content="@awscloud"> <meta property="fb:pages" content="153063591397681"> <meta name="baidu-site-verification" content="pjxJUyWxae"> <meta name="360-site-verification" content="cbe5c6f0249e273e71fffd6d6580ce09"> <meta name="shenma-site-verification" content="79b94bb338f010af876605819a332e19_1617844070"> <meta name="sogou_site_verification" content="Ow8cCy3Hgq"> <link rel="icon" type="image/ico" href="https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico"> <link rel="shortcut icon" type="image/ico" href="https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico"> <link rel="apple-touch-icon" sizes="57x57" href="https://a0.awsstatic.com/libra-css/images/site/touch-icon-iphone-114-smile.png"> <link rel="apple-touch-icon" sizes="72x72" href="https://a0.awsstatic.com/libra-css/images/site/touch-icon-ipad-144-smile.png"> <link rel="apple-touch-icon" sizes="114x114" href="https://a0.awsstatic.com/libra-css/images/site/touch-icon-iphone-114-smile.png"> <link rel="apple-touch-icon" sizes="144x144" href="https://a0.awsstatic.com/libra-css/images/site/touch-icon-ipad-144-smile.png"> <meta property="og:type" content="company"> <meta property="og:url" content="https://aws.amazon.com/what-is/data-lake/"> <meta property="og:image" content="https://a0.awsstatic.com/libra-css/images/logos/aws_logo_smile_1200x630.png"> <meta property="og:site_name" content="Amazon Web Services, Inc."> <meta name="facebook-domain-verification" content="ucogvbvio3zpukhjxw4pcprci7qylr"> <meta name="google-site-verification" content="XHghG81ulgiW-3EylGcF48sG28tBW5EH0bNUhgo_DrU"> <meta name="msvalidate.01" content="6F92E52A288E266E30C2797ECB5FCCF3"> <link rel="stylesheet" href="https://a0.awsstatic.com/libra-css/css/1.0.506/style-awsm-base.css"> <link rel="stylesheet" href="https://a0.awsstatic.com/libra-css/css/1.0.506/style-awsm-components.css"> <script type="esms-options">{"noLoadEventRetriggers": true, "nonce":"y1ODsbgQQE+wYYFQlomXkVCEoqEmKirgYXzqT7JvCaI="}</script> <script async src="https://a0.awsstatic.com/eb-csr/1.0.116/polyfills/es-module-shims/es-module-shims.js"></script> <script type="importmap">{"imports":{"react":"https://a0.awsstatic.com/eb-csr/1.0.116/react/react.js","react/jsx-runtime":"https://a0.awsstatic.com/eb-csr/1.0.116/react/jsx-runtime.js","react-dom":"https://a0.awsstatic.com/eb-csr/1.0.116/react/react-dom.js","react-dom/server":"https://a0.awsstatic.com/eb-csr/1.0.116/react/server-browser.js","react-dom-server-browser":"https://a0.awsstatic.com/eb-csr/1.0.116/react/react-dom-server-browser.js","sanitize-html":"https://a0.awsstatic.com/eb-csr/1.0.116/sanitize-html/index.js","video.js":"https://a0.awsstatic.com/eb-csr/1.0.116/videojs/video.js","videojs-event-tracking":"https://a0.awsstatic.com/eb-csr/1.0.116/videojs/videojs-event-tracking.js","videojs-hotkeys":"https://a0.awsstatic.com/eb-csr/1.0.116/videojs/videojs-hotkeys.js"}}</script> <script type="application/json" id="aws-page-settings"> { "supportedLanguages": ["ar","cn","de","en","es","fr","id","it","jp","ko","pt","ru","th","tr","tw","vi"], "defaultLanguage": "en", "logDataSet": "LIVE:PROD", "logInstance": "PUB", "csdsEndpoint": "https://d2c.aws.amazon.com/", "framework": "v2", "g11nLibPath": "https://a0.awsstatic.com/g11n-lib/2.0.107", "i18nStringPath": "https://i18n-string.us-west-2.prod.pricing.aws.a2z.com", "libraCSSPath": "https://a0.awsstatic.com/libra-css/css/1.0.506", "libraCSSImagePath": "https://a0.awsstatic.com/libra-css/images", "isLoggingEnabled": true, "currentLanguage": "en-US", "currentStage": "Prod", "isBJS": false, "isMarketplace": false, "isRTL": false, "requireBaseUrl": "https://a0.awsstatic.com", "requirePackages":[ { "name": "libra", "location": "libra/1.0.592" } ], "requirePaths": { "directories": "https://a0.awsstatic.com/libra/1.0.592/directories", "libra-cardsui": "https://a0.awsstatic.com/libra/1.0.592/libra-cardsui", "librastandardlib": "https://a0.awsstatic.com/libra/1.0.592/librastandardlib", "aws-blog": "https://a0.awsstatic.com/aws-blog/1.0.80/js", "plc": "https://a0.awsstatic.com/plc/js/1.0.138/plc", "scripts": "libra/1.0.592/v1-polyfills/scripts", "libra-search": "https://a0.awsstatic.com/libra-search/1.0.19/js", "pricing-calculator": "https://a0.awsstatic.com/pricing-calculator/js/1.0.2", "pricing-savings-plan": "https://a0.awsstatic.com/pricing-savings-plan/js/1.0.23" }, "staticAssetPath": "https://a0.awsstatic.com", "jsAssetPath": "https://a0.awsstatic.com/libra/1.0.592", "awstvVideoAssetOrigin": "https://tv.awsstatic.com", "awstvVideoAPIOrigin": "//aws.amazon.com" } </script> <script src="https://a0.awsstatic.com/libra/1.0.592/libra-head.js"></script> <script src="https://a0.awsstatic.com/s_code/js/3.0/awshome_s_code.js"></script> <script src="https://d2c.aws.amazon.com/client/loader/v1/d2c-load.js"></script> <script async src="https://a0.awsstatic.com/da/js/1.0.51/aws-da.js"></script> <link rel="stylesheet" href="https://a0.awsstatic.com/eb-csr/1.0.116/orchestrate.css"> <script type="module" async="true" src="https://a0.awsstatic.com/eb-csr/1.0.116/orchestrate.js"></script> <script type="application/json" id="target-mediator">{"pageLanguage":"en","supportedLanguages":["ar","cn","de","en","es","fr","id","it","jp","ko","pt","ru","th","tr","tw","vi"],"offerOrigin":"https://s0.awsstatic.com"}</script> <script data-js-script="target-mediator" src="https://a0.awsstatic.com/target/1.0.123/aws-target-mediator.js" async="true"></script> </head> <body class="awsm"> <script id="awsc-panorama-bundle" type="text/javascript" src="https://prod.pa.cdn.uis.awsstatic.com/panorama-nav-init.js" data-config="{"appEntity":"aws-marketing","region":"us-west-1","service":"global-site","trackerConstants":{"cookieDomain":"aws.amazon.com"}}" 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="/about-aws/?nc2=h_header">About AWS</a> <a href="/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://reinvent.awsevents.com/?nc=nav-l1&trk=0e487c8f-c3e3-4b03-9550-a51ebdba56b6" class="m-nav-featured" data-panel="m-nav-panel-reinvent24">re:Invent</a></span></li> <li aria-expanded="false"><span><a href="/products/?nc2=h_ql_prod" data-panel="m-nav-panel-products">Products</a></span></li> <li aria-expanded="false"><span><a href="/solutions/?nc2=h_ql_sol" data-panel="m-nav-panel-solutions">Solutions</a></span></li> <li aria-expanded="false"><span><a href="/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="/getting-started/?nc2=h_ql_le" data-panel="m-nav-panel-learn">Learn</a></span></li> <li aria-expanded="false"><span><a href="/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="/customer-enablement/?nc2=h_ql_ce" data-panel="m-nav-panel-customer">Customer Enablement</a></span></li> <li aria-expanded="false"><span><a href="/events/?nc2=h_ql_ev" data-panel="m-nav-panel-events">Events</a></span></li> <li aria-expanded="false"><span><a href="/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="/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="/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://reinvent.awsevents.com/?nc=nav-m&trk=0e487c8f-c3e3-4b03-9550-a51ebdba56b6"> <span class="m-nav-link-title">re:Invent</span> </a> </li> <li> <a href="/products/?nc2=h_mo"> <span class="m-nav-link-title">Products</span> </a> </li> <li> <a href="/solutions/?nc2=h_mo"> <span class="m-nav-link-title">Solutions</span> </a> </li> <li> <a href="/pricing/?nc2=h_mo"> <span class="m-nav-link-title">Pricing</span> </a> </li> <li> <a href="/what-is-aws/?nc2=h_mo"> <span class="m-nav-link-title">Introduction to AWS</span> </a> </li> <li> <a href="/getting-started/?nc2=h_mo"> <span class="m-nav-link-title">Getting Started</span> </a> </li> <li> <a href="https://aws.amazon.com/documentation-overview/?nc2=h_mo"> <span class="m-nav-link-title">Documentation</span> </a> </li> <li> <a href="/training/?nc2=h_mo"> <span class="m-nav-link-title">Training and Certification</span> </a> </li> <li> <a href="/developer/?nc2=h_mo"> <span class="m-nav-link-title">Developer Center</span> </a> </li> <li> <a href="/solutions/case-studies/?nc2=h_mo"> <span class="m-nav-link-title">Customer Success</span> </a> </li> <li> <a href="/partners/?nc2=h_mo"> <span class="m-nav-link-title">Partner Network</span> </a> </li> <li> <a href="https://aws.amazon.com/marketplace/?nc2=h_mo"> <span class="m-nav-link-title">AWS Marketplace</span> </a> </li> <li> <a href="https://console.aws.amazon.com/support/home?nc2=h_ql_cu"> <span class="m-nav-link-title">Support</span> </a> </li> <li> <a href="https://repost.aws/"> <span class="m-nav-link-title">AWS re:Post</span> </a> </li> <li> <a href="https://console.aws.amazon.com/console/home"> <span class="m-nav-link-title">Log into Console</span> </a> </li> <li> <a href="/console/mobile/"> <span class="m-nav-link-title">Download the Mobile App</span> </a> </li> </ul> </nav> </div> </header> <div id="aws-page-content" class="lb-page-content" style="padding-top:0px; padding-bottom:0px;" data-page-alert-target="true"> <main id="aws-page-content-main" role="main" tabindex="-1"> <div data-eb-slot="what-is-header" data-eb-slot-meta="{'version':'1.0','slotId':'what-is-header','experienceId':'93f2c10b-57a0-4aac-a291-b4b33afe10b1','allowBlank':false,'hasAltExp':false,'isRTR':false,'filters':{'limit':1,'query':'id \u003d \'what-is-a-data-lake\''}}"> <div data-eb-tpl-n="awsm-what-is/what-is-header" data-eb-tpl-v="1.0.1" data-eb-ce="" data-eb-c-scope="what-is-header" data-eb-d-scope="DIRECTORIES" data-eb-locale="en-US" data-eb-99e83dc4="" data-eb-ssr-ce="" data-eb-tpl-ns="awsmWhatIs"> <style>[data-eb-99e83dc4] .eb-what-is-header{background-color:#1e2832;background-image:url("//d1.awsstatic.com/r2018/h/QuickSight Q/Site Merch/SiteMerch-QuickSightQ_Hero-BG.c455f708c1d1da51ca3520e7678b415423fd06a5.png")}[data-eb-99e83dc4] .eb-what-is-header .eb-headline{color:#fff;margin-top:0;margin-bottom:0}[data-eb-99e83dc4] .eb-what-is-header .eb-breadcrumbs{position:relative;margin:0;padding:0;list-style:none;color:#d1d5db}[data-eb-99e83dc4] .eb-what-is-header .eb-breadcrumbs-link{position:relative;margin-right:6px;padding-left:11px;color:#539fe5}[data-eb-99e83dc4] .eb-what-is-header .eb-breadcrumbs-link:hover{color:#89bdee}[data-eb-99e83dc4] .eb-what-is-header .eb-breadcrumbs-link:focus{text-decoration:none;outline-offset:2px;outline:#0972d3 solid 2px;border-radius:2px}[data-eb-99e83dc4] .eb-what-is-header .eb-breadcrumbs-link:before{position:absolute;top:-2px;left:0;color:#d1d5db;content:"/"}[data-eb-99e83dc4] .eb-what-is-header .eb-breadcrumbs-item{margin-bottom:0;display:inline-block}[data-eb-99e83dc4] .eb-what-is-header .eb-breadcrumbs-item:first-of-type .eb-breadcrumbs-link{padding-left:0}[data-eb-99e83dc4] .eb-what-is-header .eb-breadcrumbs-item:first-of-type .eb-breadcrumbs-link:before{content:none}</style> <script type="application/json">{"data":{"items":[{"fields":{"primaryCTAText":"Create an AWS Account","description":"<p>A data lake is a centralized repository that allows you to store all your structured and unstructured data at any scale. You can store your data as-is, without having to first structure the data, and run different types of Analytics—from dashboards and visualizations to big data processing, real-time Analytics, and machine learning to guide better decisions.</p>","sortDate":"2023-10-24","headlineUrl":"https://aws.amazon.com/what-is/data-lake/?trk=faq_card","id":"faq-hub#what-is-a-data-lake","category":"Analytics","primaryCTA":"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?pg=what_is_header","headline":"What is a Data Lake?"},"metadata":{"tags":[{"id":"GLOBAL#tech-category#analytics","name":"Analytics","namespaceId":"GLOBAL#tech-category","description":"Analytics","metadata":{}}]}}]},"metadata":{"auth":{},"testAttributes":{}},"context":{"page":{"locale":null,"site":null,"pageUrl":"https://aws.amazon.com/what-is/data-lake/","targetName":null,"pageSlotId":null,"organizationId":null,"availableLocales":null},"environment":{"stage":"prod","region":"us-east-1"},"sdkVersion":"1.0.115"},"refMap":{"manifest.js":"289765ed09","what-is-header.js":"251923df8a","what-is-header.rtl.css":"ccf4035484","what-is-header.css":"ce47058367","what-is-header.css.js":"004a4704e8","what-is-header.rtl.css.js":"f687973e4f"},"settings":{"templateMappings":{"category":"category","headline":"headline","primaryCTA":"primaryCTA","primaryCTAText":"primaryCTAText","primaryBreadcrumbText":"primaryBreadcrumbText","primaryBreadcrumbURL":"primaryBreadcrumbURL"}}}</script> <div data-eb-tpl-root="" data-reactroot=""> <div class="eb-what-is-header lb-bg-left-top-cover lb-mid-pad lb-none-v-margin lb-grid" data-eb-item-id="faq-hub#what-is-a-data-lake" data-eb-tags="[{"id":"GLOBAL#tech-category#analytics","name":"Analytics","namespaceId":"GLOBAL#tech-category","description":"Analytics","metadata":{}}]"> <script type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"What is Cloud Computing?","item":"https://aws.amazon.com/what-is-cloud-computing/"},{"@type":"ListItem","position":2,"name":"Cloud Computing Concepts Hub","item":"https://aws.amazon.com/what-is/"},{"@type":"ListItem","position":3,"name":"Analytics","item":"https://aws.amazon.com/big-data/datalakes-and-analytics/"}]}</script> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <div class="lb-txt-p-cobalt lb-rtxt"> <ul class="eb-breadcrumbs"> <li class="eb-breadcrumbs-item"><a class="eb-breadcrumbs-link" title="What is Cloud Computing?" href="https://aws.amazon.com/what-is-cloud-computing/">What is Cloud Computing?</a></li> <li class="eb-breadcrumbs-item"><a class="eb-breadcrumbs-link" title="Cloud Computing Concepts Hub" href="https://aws.amazon.com/what-is/">Cloud Computing Concepts Hub</a></li> <li class="eb-breadcrumbs-item"><a class="eb-breadcrumbs-tags eb-breadcrumbs-link" href="/big-data/datalakes-and-analytics/">Analytics</a></li> </ul> </div> <h1 class="eb-headline lb-txt-none lb-h1 lb-title">What is a Data Lake?</h1> <br> <div class="lb-small-show lb-mid-iblock lb-large-iblock lb-xlarge-iblock lb-btn"> <a class="lb-btn-p-primary" href="https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?pg=what_is_header" role="button" rel="noopener" target="_blank"><span>Create an AWS Account</span></a> </div> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap" style="margin-top:10px;margin-bottom:0px"> <div class="lb-col lb-tiny-24 lb-mid-8"></div> <div class="lb-col lb-tiny-24 lb-mid-8"></div> <div class="lb-col lb-tiny-24 lb-mid-8"></div> </div> </div> </div> </div> </div> </div> </div> <div class="lb-tiny-hide lb-small-show lb-mid-show lb-large-show lb-xlarge-show lb-none-pad lb-none-v-margin lb-box"> <div class="lb-mbox js-mbox" data-lb-comp="mbox" data-lb-comp-ignore="true" data-mbox="en_what-is-editorial-upper"> <div class="lb-none-pad lb-small-v-margin lb-xb-grid-wrap" style="margin-bottom:0px;"> <div class="lb-xb-grid lb-row-max-large lb-xb-equal-height lb-snap lb-tiny-xb-1 lb-small-xb-2 lb-large-xb-4"> <div class="lb-xbcol"> <div class="lb-border-p data-attr-wrapper lb-box lb-has-link" data-da-type="ha" data-da-channel="ha" data-da-language="en" data-da-placement="ed1" data-da-campaign="aware_what-is-seo-pages" data-da-content="awssm-11373_aware" data-da-trk="66718872-dffb-4b81-984b-020c7f38d305~ha_awssm-11373_aware"> <a href="/free/analytics/?sc_icampaign=aware_what-is-seo-pages&sc_ichannel=ha&sc_icontent=awssm-11373_aware&sc_iplace=ed&trk=66718872-dffb-4b81-984b-020c7f38d305~ha_awssm-11373_aware"> <figure class="lb-none-v-margin lb-img"> <div> <img src="https://d1.awsstatic.com/Free-Tier_64.f14d1a130811a363bbea22de4bb589f9ab801dfb.png" alt=" " title=" " class="cq-dd-image"> </div> </figure> <div class="lb-txt-bold lb-txt-none lb-txt-blue-600 lb-small-v-margin lb-txt" style="margin-bottom:0px;"> Explore Free Analytics Offers </div> <div class="lb-txt-none lb-txt-squid lb-txt-13 lb-txt"> View free offers for Analytics services in the cloud </div> </a> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p data-attr-wrapper lb-box lb-has-link" data-da-type="ha" data-da-channel="ha" data-da-language="en" data-da-placement="ed2" data-da-campaign="aware_what-is-seo-pages" data-da-content="awssm-11373_aware" data-da-trk="edb040cb-3307-4428-90ec-83f484dc26bd~ha_awssm-11373_aware"> <a href="/big-data/datalakes-and-analytics/?sc_icampaign=aware_what-is-seo-pages&sc_ichannel=ha&sc_icontent=awssm-11373_aware&sc_iplace=ed&trk=edb040cb-3307-4428-90ec-83f484dc26bd~ha_awssm-11373_aware"> <figure class="lb-none-v-margin lb-img"> <div> <img src="https://d1.awsstatic.com/Analytics_64.d2ebfcc8f81fb8a9650aee52af1fad26ac2c42d8.png" alt=" " title=" " class="cq-dd-image"> </div> </figure> <div class="lb-txt-bold lb-txt-none lb-txt-blue-600 lb-small-v-margin lb-txt" style="margin-bottom:0px;"> Check out Analytics Services </div> <div class="lb-txt-none lb-txt-squid lb-txt-13 lb-txt"> Innovate faster with the most comprehensive set of Analytics services </div> </a> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p data-attr-wrapper lb-box lb-has-link" data-da-type="ha" data-da-channel="ha" data-da-language="en" data-da-placement="ed3" data-da-campaign="aware_what-is-seo-pages" data-da-content="awssm-11373_aware" data-da-trk="e1ae19ca-c231-4042-ac7b-15af1f495bfe~ha_awssm-11373_aware"> <a href="/training/learn-about/data-analytics/?sc_icampaign=aware_what-is-seo-pages&sc_ichannel=ha&sc_icontent=awssm-11373_aware&sc_iplace=ed&trk=e1ae19ca-c231-4042-ac7b-15af1f495bfe~ha_awssm-11373_aware"> <figure class="lb-none-v-margin lb-img"> <div> <img src="https://d1.awsstatic.com/Learn-More_64.dc6d454a262eb880a9dd0d8cb283dca5bc00cb18.png" alt=" " title=" " class="cq-dd-image"> </div> </figure> <div class="lb-txt-bold lb-txt-none lb-txt-blue-600 lb-small-v-margin lb-txt" style="margin-bottom:0px;"> Browse Analytics Trainings </div> <div class="lb-txt-none lb-txt-squid lb-txt-13 lb-txt"> Get started on Analytics training with content built by AWS experts </div> </a> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p data-attr-wrapper lb-box lb-has-link" data-da-type="ha" data-da-channel="ha" data-da-language="en" data-da-placement="ed4" data-da-campaign="aware_what-is-seo-pages" data-da-content="awssm-11373_aware" data-da-trk="e11c65a7-7ed5-412a-9acb-7172728db26b~ha_awssm-11373_aware"> <a href="/blogs/?awsf.blog-master-category=category%2523analytics&sc_icampaign=aware_what-is-seo-pages&sc_ichannel=ha&sc_icontent=awssm-11373_aware&sc_iplace=ed&trk=e11c65a7-7ed5-412a-9acb-7172728db26b~ha_awssm-11373_aware"> <figure class="lb-none-v-margin lb-img"> <div> <img src="https://d1.awsstatic.com/All-Products_64.78a4c2cdfdd82b7abc3fda6b44371491bdf5963e.png" alt=" " title=" " class="cq-dd-image"> </div> </figure> <div class="lb-txt-bold lb-txt-none lb-txt-blue-600 lb-small-v-margin lb-txt" style="margin-bottom:0px;"> Read Analytics Blogs </div> <div class="lb-txt-none lb-txt-squid lb-txt-13 lb-txt"> Read about the latest AWS Analytics product news and best practices </div> </a> </div> </div> </div> </div> </div> </div> <div class="lb-mid-pad lb-none-v-margin lb-grid"> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <div data-eb-slot="what-is-faq" data-eb-slot-meta="{'version':'1.0','slotId':'what-is-faq','experienceId':'6e591111-42de-4afc-8fa8-a8dab062f66f','allowBlank':false,'hasAltExp':false,'isRTR':false,'filters':{'limit':25,'query':'tag \u003d \'faq-collections#data-lake\''}}"> <div data-eb-tpl-n="awsm-rt/rt-faq" data-eb-tpl-v="1.0.0" data-eb-ce="" data-eb-c-scope="what-is-faq" data-eb-d-scope="DIRECTORIES" data-eb-locale="en-US" data-eb-73154b46="" data-eb-ssr-ce="" data-eb-tpl-ns="awsmRT" data-eb-hydrated="pending"> <style>[data-eb-73154b46] .eb-faq{display:grid;justify-content:center;grid-template-columns:100%;grid-gap:20px}@media only screen and (min-width:769px){[data-eb-73154b46] .eb-faq{grid-template-columns:250px 518px}}@media only screen and (min-width:980px){[data-eb-73154b46] .eb-faq{grid-template-columns:250px 650px}}@media only screen and (min-width:1200px){[data-eb-73154b46] .eb-faq{grid-template-columns:250px 870px}}[data-eb-73154b46] .eb-faq .eb-bg-dark{background-color:#fbfbfb}[data-eb-73154b46] .eb-faq .eb-sticky-sidebar{height:100%;display:none}@media only screen and (min-width:769px){[data-eb-73154b46] .eb-faq .eb-sticky-sidebar{display:block}}[data-eb-73154b46] .eb-faq .eb-sidebar-wrapper{position:sticky;top:130px;margin-top:30px;margin-bottom:30px}[data-eb-73154b46] .eb-faq .eb-sidebar-content{transition:opacity .2s ease-in .1s;opacity:1;padding:0 15px}[data-eb-73154b46] .eb-faq .eb-sidebar-link{font-family:AmazonEmberBold,Helvetica Neue Bold,Helvetica Neue,Helvetica,Arial,sans-serif;position:relative;color:#333;text-decoration:none;user-select:none;line-height:1.3;margin-top:15px;padding-left:30px;width:250px}[data-eb-73154b46] .eb-faq .eb-sidebar-link.eb-active{color:#0972d3}</style> <script type="application/json">{"data":{"items":[{"fields":{"faqQuestion":"What is a data lake?","faqAnswer":"<p>A data lake is a centralized repository that allows you to store all your structured and unstructured data at any scale. You can store your data as-is, without having to first structure the data, and run different types of analytics—from dashboards and visualizations to big data processing, real-time analytics, and machine learning to guide better decisions.</p>","id":"seo-faq-pairs#what-is-a-data-lake","customSort":"1"},"metadata":{"tags":[{"id":"seo-faq-pairs#faq-collections#data-lake","name":"data-lake","namespaceId":"seo-faq-pairs#faq-collections","description":"<p>data-lake</p>","metadata":{}}]}},{"fields":{"faqQuestion":"Why do you need a data lake?","faqAnswer":"<p>Organizations that successfully generate business value from their data, will outperform their peers. An <a href=\"https://s3-ap-southeast-1.amazonaws.com/mktg-apac/Big+Data+Refresh+Q4+Campaign/Aberdeen+Research+-+Angling+for+Insights+in+Today's+Data+Lake.pdf\" style=\"color:#0563c1; text-decoration:underline\">Aberdeen survey</a> saw organizations who implemented a data lake outperforming similar companies by 9% in organic revenue growth. These leaders were able to do new types of analytics like machine learning over new sources like log files, data from click-streams, social media, and internet connected devices stored in the data lake. This helped them to identify, and act upon opportunities for business growth faster by attracting and retaining customers, boosting productivity, proactively maintaining devices, and making informed decisions.</p>","id":"seo-faq-pairs#what-are-the-benefits-of-using-a-data-lake","customSort":"2"},"metadata":{"tags":[{"id":"seo-faq-pairs#faq-collections#data-lake","name":"data-lake","namespaceId":"seo-faq-pairs#faq-collections","description":"<p>data-lake</p>","metadata":{}}]}},{"fields":{"faqQuestion":"What are the essential elements of a data lake and analytics solution?","faqAnswer":"<p>As organizations are building data lakes and an analytics platform, they need to consider a number of key capabilities including:</p> \n<h3>Data movement</h3> \n<p>Data lakes allow you to import any amount of data that can come in real-time. Data is collected from multiple sources, and moved into the data lake in its original format. This process allows you to scale to data of any size, while saving time of defining data structures, schema, and transformations.</p> \n<h3>Securely store and catalog data</h3> \n<p>Data lakes allow you to store relational data like operational databases and data from line of business applications, and non-relational data like mobile apps, IoT devices, and social media. They also give you the ability to understand what data is in the lake through crawling, cataloging, and indexing of data. Finally, data must be secured to ensure your data assets are protected.</p> \n<h3>Analytics</h3> \n<p>Data lakes allow various roles in your organization like data scientists, data developers, and business analysts to access data with their choice of analytic tools and frameworks. This includes open source frameworks such as <a href=\"https://aws.amazon.com/what-is/hadoop/\">Apache Hadoop</a>, <a href=\"https://aws.amazon.com/what-is/presto/\">Presto</a>, and <a href=\"https://aws.amazon.com/what-is/apache-spark/\">Apache Spark</a>, and commercial offerings from data warehouse and business intelligence vendors. Data lakes allow you to run analytics without the need to move your data to a separate analytics system.</p> \n<p><a href=\"https://aws.amazon.com/what-is/data-analytics/\" tabindex=\"0\">Read about Data Analytics »</a></p> \n<h3>Machine Learning</h3> \n<p>Data lakes will allow organizations to generate different types of insights including reporting on historical data, and doing machine learning where models are built to forecast likely outcomes, and suggest a range of prescribed actions to achieve the optimal result.</p> \n<p><a href=\"https://aws.amazon.com/what-is/machine-learning/\" tabindex=\"0\">Read about Machine Learning »</a></p>","id":"seo-faq-pairs#what-are-the-essential-elements-of-a-data-lake-and-analytics-solution","customSort":"3"},"metadata":{"tags":[{"id":"seo-faq-pairs#faq-collections#data-lake","name":"data-lake","namespaceId":"seo-faq-pairs#faq-collections","description":"<p>data-lake</p>","metadata":{}}]}},{"fields":{"faqQuestion":"How does a data warehouse compare to a data lake?","faqAnswer":"<div> \n <p>Depending on the requirements, a typical organization will require both a data warehouse and a data lake as they serve different needs, and use cases.</p> \n <p>A data warehouse is a database optimized to analyze relational data coming from transactional systems and line of business applications. The data structure, and schema are defined in advance to optimize for fast SQL queries, where the results are typically used for operational reporting and analysis. Data is cleaned, enriched, and transformed so it can act as the “single source of truth” that users can trust.</p> \n <p><a href=\"https://aws.amazon.com/what-is/data-warehouse/\" tabindex=\"0\">Read about data warehouses »</a></p> \n <p>A data lake is different, because it stores relational data from line of business applications, and non-relational data from mobile apps, IoT devices, and social media. The structure of the data or schema is not defined when data is captured. This means you can store all of your data without careful design or the need to know what questions you might need answers for in the future. Different types of analytics on your data like SQL queries, big data analytics, full text search, real-time analytics, and machine learning can be used to uncover insights.</p> \n <p>As organizations with data warehouses see the benefits of data lakes, they are evolving their warehouse to include data lakes, and enable diverse query capabilities, data science use-cases, and advanced capabilities for discovering new information models. Gartner names this evolution the “Data Management Solution for Analytics” or “<a href=\"https://www.gartner.com/doc/3614317/magic-quadrant-data-management-solutions\" target=\"_blank\">DMSA</a>.”</p> \n <p>For an in-depth comparison between data lakes and data warehouses, visit our dedicated <a href=\"https://aws.amazon.com/compare/the-difference-between-a-data-warehouse-data-lake-and-data-mart/\">comparison page for data lakes vs data warehouses</a>.</p> \n</div>","id":"seo-faq-pairs#how-does-a-data-warehouse-compare-to-a-data-lake","customSort":"4"},"metadata":{"tags":[{"id":"seo-faq-pairs#faq-collections#data-lake","name":"data-lake","namespaceId":"seo-faq-pairs#faq-collections","description":"<p>data-lake</p>","metadata":{}}]}},{"fields":{"faqQuestion":" What is the value of data lakes?","faqAnswer":"<p>The ability to harness more data, from more sources, in less time, and empowering users to collaborate and analyze data in different ways leads to better, faster decision making. Examples where Data lakes have added value include:</p> \n<h3>Improved customer interactions</h3> \n<p>A Data lake can combine customer data from a CRM platform with social media analytics, a marketing platform that includes buying history, and incident tickets to empower the business to understand the most profitable customer cohort, the cause of customer churn, and the promotions or rewards that will increase loyalty.</p> \n<h3>Improve R&D innovation choices</h3> \n<p>A data lake can help your R&D teams test their hypothesis, refine assumptions, and assess results—such as choosing the right materials in your product design resulting in faster performance, doing genomic research leading to more effective medication, or understanding the willingness of customers to pay for different attributes.</p> \n<h3>Increase operational efficiencies</h3> \n<p>The Internet of Things (IoT) introduces more ways to collect data on processes like manufacturing, with real-time data coming from internet connected devices. A data lake makes it easy to store, and run analytics on machine-generated IoT data to discover ways to reduce operational costs, and increase quality.</p> \n<p><a href=\"https://aws.amazon.com/what-is/iot/\" tabindex=\"0\">Read about Internet of Things (IoT) »</a></p>","id":"seo-faq-pairs#what-is-the-value-of-data-lakes","customSort":"5"},"metadata":{"tags":[{"id":"seo-faq-pairs#faq-collections#data-lake","name":"data-lake","namespaceId":"seo-faq-pairs#faq-collections","description":"<p>data-lake</p>","metadata":{}}]}},{"fields":{"faqQuestion":"What are the challenges of data lakes?","faqAnswer":"<p>The main challenge with a data lake architecture is that raw data is stored with no oversight of the contents. For a data lake to make data usable, it needs to have defined mechanisms to catalog, and secure data. Without these elements, data cannot be found, or trusted resulting in a “data swamp.\" Meeting the needs of wider audiences require data lakes to have governance, semantic consistency, and access controls.</p>","id":"seo-faq-pairs#what-are-the-challenges-of-data-lakes","customSort":"6"},"metadata":{"tags":[{"id":"seo-faq-pairs#faq-collections#data-lake","name":"data-lake","namespaceId":"seo-faq-pairs#faq-collections","description":"<p>data-lake</p>","metadata":{}}]}},{"fields":{"faqQuestion":"How do you deploy data lakes in the cloud?","faqAnswer":"<p>Data lakes are an ideal workload to be deployed in the cloud, because the cloud provides performance, scalability, reliability, availability, a diverse set of analytic engines, and massive economies of scale. <a href=\"https://s3-ap-southeast-1.amazonaws.com/mktg-apac/Big+Data+Refresh+Q4+Campaign/ESG-White-Paper-AWS-Apr-2017+(FINAL).pdf\" style=\"color:#0563c1; text-decoration:underline\">ESG research</a> found 39% of respondents considering cloud as their primary deployment for analytics, 41% for data warehouses, and 43% for Spark. The top reasons customers perceived the cloud as an advantage for Data lakes are better security, faster time to deployment, better availability, more frequent feature/functionality updates, more elasticity, more geographic coverage, and costs linked to actual utilization.</p>","id":"seo-faq-pairs#how-do-you-deploy-data-lakes-in-the-cloud","customSort":"7"},"metadata":{"tags":[{"id":"seo-faq-pairs#faq-collections#data-lake","name":"data-lake","namespaceId":"seo-faq-pairs#faq-collections","description":"<p>data-lake</p>","metadata":{}}]}},{"fields":{"faqQuestion":"How can AWS support your data lakes requirements? ","faqAnswer":"<p>AWS provides the most secure, scalable, comprehensive, and cost-effective portfolio of services that enable customers to build their data lake in the cloud, analyze all their data, including data from IoT devices with a variety of analytical approaches including machine learning. As a result, there are more organizations running their data lakes and analytics on AWS than anywhere else with customers like NETFLIX, Zillow, NASDAQ, Yelp, iRobot, and FINRA trusting AWS to run their business critical analytics workloads.</p> \n<p>Get started with data lakes on AWS by <a href=\"https://portal.aws.amazon.com/billing/signup\" style=\"color:#0563c1; text-decoration:underline\">creating an account</a> today.</p>","id":"seo-faq-pairs#how-can-aws-support-your-data-lakes-requirements","customSort":"8"},"metadata":{"tags":[{"id":"seo-faq-pairs#faq-collections#data-lake","name":"data-lake","namespaceId":"seo-faq-pairs#faq-collections","description":"<p>data-lake</p>","metadata":{}}]}}]},"metadata":{"auth":{},"pagination":{"empty":false,"present":true},"testAttributes":{}},"context":{"page":{"locale":null,"site":null,"pageUrl":"https://aws.amazon.com/what-is/data-lake/","targetName":null,"pageSlotId":null,"organizationId":null,"availableLocales":null},"environment":{"stage":"prod","region":"us-east-1"},"sdkVersion":"1.0.115"},"refMap":{"manifest.js":"3dea65b485","rt-faq.rtl.css":"75bc12ff4b","rt-faq.css":"b00bda11a1","rt-faq.css.js":"0af1d62724","rt-faq.js":"da177bdd5f","rt-faq.rtl.css.js":"a89cd83194"},"settings":{"templateMappings":{"question":"faqQuestion","answer":"faqAnswer"}}}</script> <div data-eb-tpl-root="" data-reactroot=""> <div class="eb-faq"> <script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[[{"@type":"Question","name":"What is a data lake?","acceptedAnswer":{"@type":"Answer","text":"<p>A data lake is a centralized repository that allows you to store all your structured and unstructured data at any scale. You can store your data as-is, without having to first structure the data, and run different types of analytics—from dashboards and visualizations to big data processing, real-time analytics, and machine learning to guide better decisions.</p>"}},{"@type":"Question","name":"Why do you need a data lake?","acceptedAnswer":{"@type":"Answer","text":"<p>Organizations that successfully generate business value from their data, will outperform their peers. An <a href=\"https://s3-ap-southeast-1.amazonaws.com/mktg-apac/Big+Data+Refresh+Q4+Campaign/Aberdeen+Research+-+Angling+for+Insights+in+Today's+Data+Lake.pdf\" style=\"color:#0563c1; text-decoration:underline\">Aberdeen survey</a> saw organizations who implemented a data lake outperforming similar companies by 9% in organic revenue growth. These leaders were able to do new types of analytics like machine learning over new sources like log files, data from click-streams, social media, and internet connected devices stored in the data lake. This helped them to identify, and act upon opportunities for business growth faster by attracting and retaining customers, boosting productivity, proactively maintaining devices, and making informed decisions.</p>"}},{"@type":"Question","name":"What are the essential elements of a data lake and analytics solution?","acceptedAnswer":{"@type":"Answer","text":"<p>As organizations are building data lakes and an analytics platform, they need to consider a number of key capabilities including:</p> \n<h3>Data movement</h3> \n<p>Data lakes allow you to import any amount of data that can come in real-time. Data is collected from multiple sources, and moved into the data lake in its original format. This process allows you to scale to data of any size, while saving time of defining data structures, schema, and transformations.</p> \n<h3>Securely store and catalog data</h3> \n<p>Data lakes allow you to store relational data like operational databases and data from line of business applications, and non-relational data like mobile apps, IoT devices, and social media. They also give you the ability to understand what data is in the lake through crawling, cataloging, and indexing of data. Finally, data must be secured to ensure your data assets are protected.</p> \n<h3>Analytics</h3> \n<p>Data lakes allow various roles in your organization like data scientists, data developers, and business analysts to access data with their choice of analytic tools and frameworks. This includes open source frameworks such as <a href=\"https://aws.amazon.com/what-is/hadoop/\">Apache Hadoop</a>, <a href=\"https://aws.amazon.com/what-is/presto/\">Presto</a>, and <a href=\"https://aws.amazon.com/what-is/apache-spark/\">Apache Spark</a>, and commercial offerings from data warehouse and business intelligence vendors. Data lakes allow you to run analytics without the need to move your data to a separate analytics system.</p> \n<p><a href=\"https://aws.amazon.com/what-is/data-analytics/\" tabindex=\"0\">Read about Data Analytics »</a></p> \n<h3>Machine Learning</h3> \n<p>Data lakes will allow organizations to generate different types of insights including reporting on historical data, and doing machine learning where models are built to forecast likely outcomes, and suggest a range of prescribed actions to achieve the optimal result.</p> \n<p><a href=\"https://aws.amazon.com/what-is/machine-learning/\" tabindex=\"0\">Read about Machine Learning »</a></p>"}},{"@type":"Question","name":"How does a data warehouse compare to a data lake?","acceptedAnswer":{"@type":"Answer","text":"<div> \n <p>Depending on the requirements, a typical organization will require both a data warehouse and a data lake as they serve different needs, and use cases.</p> \n <p>A data warehouse is a database optimized to analyze relational data coming from transactional systems and line of business applications. The data structure, and schema are defined in advance to optimize for fast SQL queries, where the results are typically used for operational reporting and analysis. Data is cleaned, enriched, and transformed so it can act as the “single source of truth” that users can trust.</p> \n <p><a href=\"https://aws.amazon.com/what-is/data-warehouse/\" tabindex=\"0\">Read about data warehouses »</a></p> \n <p>A data lake is different, because it stores relational data from line of business applications, and non-relational data from mobile apps, IoT devices, and social media. The structure of the data or schema is not defined when data is captured. This means you can store all of your data without careful design or the need to know what questions you might need answers for in the future. Different types of analytics on your data like SQL queries, big data analytics, full text search, real-time analytics, and machine learning can be used to uncover insights.</p> \n <p>As organizations with data warehouses see the benefits of data lakes, they are evolving their warehouse to include data lakes, and enable diverse query capabilities, data science use-cases, and advanced capabilities for discovering new information models. Gartner names this evolution the “Data Management Solution for Analytics” or “<a href=\"https://www.gartner.com/doc/3614317/magic-quadrant-data-management-solutions\" target=\"_blank\">DMSA</a>.”</p> \n <p>For an in-depth comparison between data lakes and data warehouses, visit our dedicated <a href=\"https://aws.amazon.com/compare/the-difference-between-a-data-warehouse-data-lake-and-data-mart/\">comparison page for data lakes vs data warehouses</a>.</p> \n</div>"}},{"@type":"Question","name":" What is the value of data lakes?","acceptedAnswer":{"@type":"Answer","text":"<p>The ability to harness more data, from more sources, in less time, and empowering users to collaborate and analyze data in different ways leads to better, faster decision making. Examples where Data lakes have added value include:</p> \n<h3>Improved customer interactions</h3> \n<p>A Data lake can combine customer data from a CRM platform with social media analytics, a marketing platform that includes buying history, and incident tickets to empower the business to understand the most profitable customer cohort, the cause of customer churn, and the promotions or rewards that will increase loyalty.</p> \n<h3>Improve R&D innovation choices</h3> \n<p>A data lake can help your R&D teams test their hypothesis, refine assumptions, and assess results—such as choosing the right materials in your product design resulting in faster performance, doing genomic research leading to more effective medication, or understanding the willingness of customers to pay for different attributes.</p> \n<h3>Increase operational efficiencies</h3> \n<p>The Internet of Things (IoT) introduces more ways to collect data on processes like manufacturing, with real-time data coming from internet connected devices. A data lake makes it easy to store, and run analytics on machine-generated IoT data to discover ways to reduce operational costs, and increase quality.</p> \n<p><a href=\"https://aws.amazon.com/what-is/iot/\" tabindex=\"0\">Read about Internet of Things (IoT) »</a></p>"}},{"@type":"Question","name":"What are the challenges of data lakes?","acceptedAnswer":{"@type":"Answer","text":"<p>The main challenge with a data lake architecture is that raw data is stored with no oversight of the contents. For a data lake to make data usable, it needs to have defined mechanisms to catalog, and secure data. Without these elements, data cannot be found, or trusted resulting in a “data swamp.\" Meeting the needs of wider audiences require data lakes to have governance, semantic consistency, and access controls.</p>"}},{"@type":"Question","name":"How do you deploy data lakes in the cloud?","acceptedAnswer":{"@type":"Answer","text":"<p>Data lakes are an ideal workload to be deployed in the cloud, because the cloud provides performance, scalability, reliability, availability, a diverse set of analytic engines, and massive economies of scale. <a href=\"https://s3-ap-southeast-1.amazonaws.com/mktg-apac/Big+Data+Refresh+Q4+Campaign/ESG-White-Paper-AWS-Apr-2017+(FINAL).pdf\" style=\"color:#0563c1; text-decoration:underline\">ESG research</a> found 39% of respondents considering cloud as their primary deployment for analytics, 41% for data warehouses, and 43% for Spark. The top reasons customers perceived the cloud as an advantage for Data lakes are better security, faster time to deployment, better availability, more frequent feature/functionality updates, more elasticity, more geographic coverage, and costs linked to actual utilization.</p>"}},{"@type":"Question","name":"How can AWS support your data lakes requirements? ","acceptedAnswer":{"@type":"Answer","text":"<p>AWS provides the most secure, scalable, comprehensive, and cost-effective portfolio of services that enable customers to build their data lake in the cloud, analyze all their data, including data from IoT devices with a variety of analytical approaches including machine learning. As a result, there are more organizations running their data lakes and analytics on AWS than anywhere else with customers like NETFLIX, Zillow, NASDAQ, Yelp, iRobot, and FINRA trusting AWS to run their business critical analytics workloads.</p> \n<p>Get started with data lakes on AWS by <a href=\"https://portal.aws.amazon.com/billing/signup\" style=\"color:#0563c1; text-decoration:underline\">creating an account</a> today.</p>"}}]]}</script> <div class="eb-sticky-sidebar"> <div class="eb-sidebar-wrapper"> <div class="eb-sidebar-content"> <span data-eb-item-id="seo-faq-pairs#what-is-a-data-lake"><a class="eb-sidebar-link lb-txt-bold lb-txt-none lb-txt-16 lb-txt eb-active" href="#seo-faq-pairs#what-is-a-data-lake">What is a data lake?</a></span> <span data-eb-item-id="seo-faq-pairs#what-are-the-benefits-of-using-a-data-lake"><a class="eb-sidebar-link lb-txt-bold lb-txt-none lb-txt-16 lb-txt" href="#seo-faq-pairs#what-are-the-benefits-of-using-a-data-lake">Why do you need a data lake?</a></span> <span data-eb-item-id="seo-faq-pairs#what-are-the-essential-elements-of-a-data-lake-and-analytics-solution"><a class="eb-sidebar-link lb-txt-bold lb-txt-none lb-txt-16 lb-txt" href="#seo-faq-pairs#what-are-the-essential-elements-of-a-data-lake-and-analytics-solution">What are the essential elements of a data lake and analytics solution?</a></span> <span data-eb-item-id="seo-faq-pairs#how-does-a-data-warehouse-compare-to-a-data-lake"><a class="eb-sidebar-link lb-txt-bold lb-txt-none lb-txt-16 lb-txt" href="#seo-faq-pairs#how-does-a-data-warehouse-compare-to-a-data-lake">How does a data warehouse compare to a data lake?</a></span> <span data-eb-item-id="seo-faq-pairs#what-is-the-value-of-data-lakes"><a class="eb-sidebar-link lb-txt-bold lb-txt-none lb-txt-16 lb-txt" href="#seo-faq-pairs#what-is-the-value-of-data-lakes"> What is the value of data lakes?</a></span> <span data-eb-item-id="seo-faq-pairs#what-are-the-challenges-of-data-lakes"><a class="eb-sidebar-link lb-txt-bold lb-txt-none lb-txt-16 lb-txt" href="#seo-faq-pairs#what-are-the-challenges-of-data-lakes">What are the challenges of data lakes?</a></span> <span data-eb-item-id="seo-faq-pairs#how-do-you-deploy-data-lakes-in-the-cloud"><a class="eb-sidebar-link lb-txt-bold lb-txt-none lb-txt-16 lb-txt" href="#seo-faq-pairs#how-do-you-deploy-data-lakes-in-the-cloud">How do you deploy data lakes in the cloud?</a></span> <span data-eb-item-id="seo-faq-pairs#how-can-aws-support-your-data-lakes-requirements"><a class="eb-sidebar-link lb-txt-bold lb-txt-none lb-txt-16 lb-txt" href="#seo-faq-pairs#how-can-aws-support-your-data-lakes-requirements">How can AWS support your data lakes requirements? </a></span> </div> </div> </div> <div class="eb-faq-content"> <div class="lb-none-v-margin lb-grid lb-small-pad lb-grid" data-eb-item-id="seo-faq-pairs#what-is-a-data-lake"> <div class="lb-row lb-row-max-large lb-snap eb-active"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 class="lb-txt-bold lb-txt-none lb-txt-28 lb-h2 lb-title" id="seo-faq-pairs#what-is-a-data-lake">What is a data lake?</h2> <div class="lb-txt-14 lb-rtxt"> <p>A data lake is a centralized repository that allows you to store all your structured and unstructured data at any scale. You can store your data as-is, without having to first structure the data, and run different types of analytics—from dashboards and visualizations to big data processing, real-time analytics, and machine learning to guide better decisions.</p> </div> </div> </div> </div> <div class="lb-none-v-margin lb-grid lb-small-pad eb-bg-dark" data-eb-item-id="seo-faq-pairs#what-are-the-benefits-of-using-a-data-lake"> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 class="lb-txt-bold lb-txt-none lb-txt-28 lb-h2 lb-title" id="seo-faq-pairs#what-are-the-benefits-of-using-a-data-lake">Why do you need a data lake?</h2> <div class="lb-txt-14 lb-rtxt"> <p>Organizations that successfully generate business value from their data, will outperform their peers. An <a href="https://s3-ap-southeast-1.amazonaws.com/mktg-apac/Big+Data+Refresh+Q4+Campaign/Aberdeen+Research+-+Angling+for+Insights+in+Today's+Data+Lake.pdf">Aberdeen survey</a> saw organizations who implemented a data lake outperforming similar companies by 9% in organic revenue growth. These leaders were able to do new types of analytics like machine learning over new sources like log files, data from click-streams, social media, and internet connected devices stored in the data lake. This helped them to identify, and act upon opportunities for business growth faster by attracting and retaining customers, boosting productivity, proactively maintaining devices, and making informed decisions.</p> </div> </div> </div> </div> <div class="lb-none-v-margin lb-grid lb-small-pad lb-grid" data-eb-item-id="seo-faq-pairs#what-are-the-essential-elements-of-a-data-lake-and-analytics-solution"> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 class="lb-txt-bold lb-txt-none lb-txt-28 lb-h2 lb-title" id="seo-faq-pairs#what-are-the-essential-elements-of-a-data-lake-and-analytics-solution">What are the essential elements of a data lake and analytics solution?</h2> <div class="lb-txt-14 lb-rtxt"> <p>As organizations are building data lakes and an analytics platform, they need to consider a number of key capabilities including:</p> <h3>Data movement</h3> <p>Data lakes allow you to import any amount of data that can come in real-time. Data is collected from multiple sources, and moved into the data lake in its original format. This process allows you to scale to data of any size, while saving time of defining data structures, schema, and transformations.</p> <h3>Securely store and catalog data</h3> <p>Data lakes allow you to store relational data like operational databases and data from line of business applications, and non-relational data like mobile apps, IoT devices, and social media. They also give you the ability to understand what data is in the lake through crawling, cataloging, and indexing of data. Finally, data must be secured to ensure your data assets are protected.</p> <h3>Analytics</h3> <p>Data lakes allow various roles in your organization like data scientists, data developers, and business analysts to access data with their choice of analytic tools and frameworks. This includes open source frameworks such as <a href="https://aws.amazon.com/what-is/hadoop/">Apache Hadoop</a>, <a href="https://aws.amazon.com/what-is/presto/">Presto</a>, and <a href="https://aws.amazon.com/what-is/apache-spark/">Apache Spark</a>, and commercial offerings from data warehouse and business intelligence vendors. Data lakes allow you to run analytics without the need to move your data to a separate analytics system.</p> <p><a href="https://aws.amazon.com/what-is/data-analytics/">Read about Data Analytics »</a></p> <h3>Machine Learning</h3> <p>Data lakes will allow organizations to generate different types of insights including reporting on historical data, and doing machine learning where models are built to forecast likely outcomes, and suggest a range of prescribed actions to achieve the optimal result.</p> <p><a href="https://aws.amazon.com/what-is/machine-learning/">Read about Machine Learning »</a></p> </div> </div> </div> </div> <div class="lb-none-v-margin lb-grid lb-small-pad eb-bg-dark" data-eb-item-id="seo-faq-pairs#how-does-a-data-warehouse-compare-to-a-data-lake"> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 class="lb-txt-bold lb-txt-none lb-txt-28 lb-h2 lb-title" id="seo-faq-pairs#how-does-a-data-warehouse-compare-to-a-data-lake">How does a data warehouse compare to a data lake?</h2> <div class="lb-txt-14 lb-rtxt"> <div> <p>Depending on the requirements, a typical organization will require both a data warehouse and a data lake as they serve different needs, and use cases.</p> <p>A data warehouse is a database optimized to analyze relational data coming from transactional systems and line of business applications. The data structure, and schema are defined in advance to optimize for fast SQL queries, where the results are typically used for operational reporting and analysis. Data is cleaned, enriched, and transformed so it can act as the “single source of truth” that users can trust.</p> <p><a href="https://aws.amazon.com/what-is/data-warehouse/">Read about data warehouses »</a></p> <p>A data lake is different, because it stores relational data from line of business applications, and non-relational data from mobile apps, IoT devices, and social media. The structure of the data or schema is not defined when data is captured. This means you can store all of your data without careful design or the need to know what questions you might need answers for in the future. Different types of analytics on your data like SQL queries, big data analytics, full text search, real-time analytics, and machine learning can be used to uncover insights.</p> <p>As organizations with data warehouses see the benefits of data lakes, they are evolving their warehouse to include data lakes, and enable diverse query capabilities, data science use-cases, and advanced capabilities for discovering new information models. Gartner names this evolution the “Data Management Solution for Analytics” or “<a href="https://www.gartner.com/doc/3614317/magic-quadrant-data-management-solutions" target="_blank">DMSA</a>.”</p> <p>For an in-depth comparison between data lakes and data warehouses, visit our dedicated <a href="https://aws.amazon.com/compare/the-difference-between-a-data-warehouse-data-lake-and-data-mart/">comparison page for data lakes vs data warehouses</a>.</p> </div> </div> </div> </div> </div> <div class="lb-none-v-margin lb-grid lb-small-pad lb-grid" data-eb-item-id="seo-faq-pairs#what-is-the-value-of-data-lakes"> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 class="lb-txt-bold lb-txt-none lb-txt-28 lb-h2 lb-title" id="seo-faq-pairs#what-is-the-value-of-data-lakes"> What is the value of data lakes?</h2> <div class="lb-txt-14 lb-rtxt"> <p>The ability to harness more data, from more sources, in less time, and empowering users to collaborate and analyze data in different ways leads to better, faster decision making. Examples where Data lakes have added value include:</p> <h3>Improved customer interactions</h3> <p>A Data lake can combine customer data from a CRM platform with social media analytics, a marketing platform that includes buying history, and incident tickets to empower the business to understand the most profitable customer cohort, the cause of customer churn, and the promotions or rewards that will increase loyalty.</p> <h3>Improve R&D innovation choices</h3> <p>A data lake can help your R&D teams test their hypothesis, refine assumptions, and assess results—such as choosing the right materials in your product design resulting in faster performance, doing genomic research leading to more effective medication, or understanding the willingness of customers to pay for different attributes.</p> <h3>Increase operational efficiencies</h3> <p>The Internet of Things (IoT) introduces more ways to collect data on processes like manufacturing, with real-time data coming from internet connected devices. A data lake makes it easy to store, and run analytics on machine-generated IoT data to discover ways to reduce operational costs, and increase quality.</p> <p><a href="https://aws.amazon.com/what-is/iot/">Read about Internet of Things (IoT) »</a></p> </div> </div> </div> </div> <div class="lb-none-v-margin lb-grid lb-small-pad eb-bg-dark" data-eb-item-id="seo-faq-pairs#what-are-the-challenges-of-data-lakes"> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 class="lb-txt-bold lb-txt-none lb-txt-28 lb-h2 lb-title" id="seo-faq-pairs#what-are-the-challenges-of-data-lakes">What are the challenges of data lakes?</h2> <div class="lb-txt-14 lb-rtxt"> <p>The main challenge with a data lake architecture is that raw data is stored with no oversight of the contents. For a data lake to make data usable, it needs to have defined mechanisms to catalog, and secure data. Without these elements, data cannot be found, or trusted resulting in a “data swamp." Meeting the needs of wider audiences require data lakes to have governance, semantic consistency, and access controls.</p> </div> </div> </div> </div> <div class="lb-none-v-margin lb-grid lb-small-pad lb-grid" data-eb-item-id="seo-faq-pairs#how-do-you-deploy-data-lakes-in-the-cloud"> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 class="lb-txt-bold lb-txt-none lb-txt-28 lb-h2 lb-title" id="seo-faq-pairs#how-do-you-deploy-data-lakes-in-the-cloud">How do you deploy data lakes in the cloud?</h2> <div class="lb-txt-14 lb-rtxt"> <p>Data lakes are an ideal workload to be deployed in the cloud, because the cloud provides performance, scalability, reliability, availability, a diverse set of analytic engines, and massive economies of scale. <a href="https://s3-ap-southeast-1.amazonaws.com/mktg-apac/Big+Data+Refresh+Q4+Campaign/ESG-White-Paper-AWS-Apr-2017+(FINAL).pdf">ESG research</a> found 39% of respondents considering cloud as their primary deployment for analytics, 41% for data warehouses, and 43% for Spark. The top reasons customers perceived the cloud as an advantage for Data lakes are better security, faster time to deployment, better availability, more frequent feature/functionality updates, more elasticity, more geographic coverage, and costs linked to actual utilization.</p> </div> </div> </div> </div> <div class="lb-none-v-margin lb-grid lb-small-pad eb-bg-dark" data-eb-item-id="seo-faq-pairs#how-can-aws-support-your-data-lakes-requirements"> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 class="lb-txt-bold lb-txt-none lb-txt-28 lb-h2 lb-title" id="seo-faq-pairs#how-can-aws-support-your-data-lakes-requirements">How can AWS support your data lakes requirements? </h2> <div class="lb-txt-14 lb-rtxt"> <p>AWS provides the most secure, scalable, comprehensive, and cost-effective portfolio of services that enable customers to build their data lake in the cloud, analyze all their data, including data from IoT devices with a variety of analytical approaches including machine learning. As a result, there are more organizations running their data lakes and analytics on AWS than anywhere else with customers like NETFLIX, Zillow, NASDAQ, Yelp, iRobot, and FINRA trusting AWS to run their business critical analytics workloads.</p> <p>Get started with data lakes on AWS by <a href="https://portal.aws.amazon.com/billing/signup">creating an account</a> today.</p> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="lb-grid"> <div class="lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 id="Next_Steps_on_AWS" class="lb-txt-bold lb-txt-none lb-txt-28 lb-small-v-margin lb-h2 lb-title" style="margin-top:0px; margin-bottom:0px;"> Next Steps on AWS</h2> <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-8"> <figure class="lb-img"> <div style="padding-right:60px;"> <img src="https://d1.awsstatic.com/webteam/product-pages/Product-Page_Standard-Icons_01_Product-Features_SqInk.a8d5666758afc5121b4eb818ae18126031c4b61e.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-tiny-align-left lb-txt-bold lb-txt-none lb-txt-18 lb-txt" style="margin-top:0px; margin-bottom:15px;"> Check out additional product-related resources </div> <a class="lb-tiny-align-left lb-txt-bold lb-txt-none lb-txt-blue-600 lb-txt" href="/free/analytics/" target="_blank" rel="noopener noreferrer" data-trk-params="{"trkOverrideWithQs":true}"> View free offers for Analytics services in the cloud <i class="icon-angle-double-right lb-after"></i></a> </div> <div class="lb-col lb-tiny-24 lb-mid-8"> <figure class="lb-img"> <div style="padding-right:60px;"> <img src="https://d1.awsstatic.com/webteam/product-pages/Product-Page_Standard-Icons_02_Sign-Up_SqInk.f43d5ddc9c43883eec6187f34c68155402b13312.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-tiny-align-left lb-txt-bold lb-txt-none lb-txt-18 lb-txt"> Sign up for a free account </div> <div class="lb-tiny-align-left lb-rtxt" style="margin-top:0px; margin-bottom:15px;"> <p>Instant get access to the AWS Free Tier.</p> </div> <a class="lb-tiny-align-left lb-txt-bold lb-txt-none lb-txt-blue-600 lb-txt" href="https://portal.aws.amazon.com/gp/aws/developer/registration/index.html" target="_blank" rel="noopener noreferrer" data-trk-params="{"trkOverrideWithQs":true}"> Sign up <i class="icon-angle-double-right lb-after"></i></a> </div> <div class="lb-col lb-tiny-24 lb-mid-8"> <figure class="lb-img"> <div style="padding-right:60px;"> <img src="https://d1.awsstatic.com/webteam/product-pages/Product-Page_Standard-Icons_03_Start-Building_SqInk.6a1ef4429a6604cda9b0857084aa13e2ee4eebca.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-tiny-align-left lb-txt-bold lb-txt-none lb-txt-18 lb-txt"> Start building in the console </div> <div class="lb-rtxt" style="margin-top:0px; margin-bottom:15px;"> <p>Get started building in the AWS management console.</p> </div> <a class="lb-tiny-align-left lb-txt-bold lb-txt-none lb-txt-blue-600 lb-txt" href="https://console.aws.amazon.com/" target="_blank" rel="noopener noreferrer" data-trk-params="{"trkOverrideWithQs":true}"> Sign in <i class="icon-angle-double-right lb-after"></i></a> </div> </div> </div> </div> </div> </main> </div> <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="/what-is-aws/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is AWS?</a></li> <li><a href="/what-is-cloud-computing/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is Cloud Computing?</a></li> <li><a href="/accessibility/?nc1=f_cc" target="_blank" rel="noopener noreferrer">AWS Accessibility</a></li> <li><a href="/diversity-inclusion/?nc1=f_cc" target="_blank" rel="noopener noreferrer">AWS Inclusion, Diversity & Equity</a></li> <li><a href="/devops/what-is-devops/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is DevOps?</a></li> <li><a href="/containers/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is a Container?</a></li> <li><a href="/what-is/data-lake/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What Is a Data Lake?</a></li> <li><a href="/what-is/artificial-intelligence/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What is Artificial Intelligence (AI)?</a></li> <li><a href="/what-is/generative-ai/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What is Generative AI?</a></li> <li><a href="/what-is/machine-learning/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What is Machine Learning (ML)?</a></li> <li><a href="/security/?nc1=f_cc" target="_blank" rel="noopener noreferrer">AWS Cloud Security</a></li> <li><a href="/new/?nc1=f_cc" target="_blank" rel="noopener noreferrer">What's New</a></li> <li><a href="/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="/getting-started/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Getting Started</a></li> <li><a href="/training/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Training and Certification</a></li> <li><a href="/solutions/?nc1=f_cc" target="_blank" rel="noopener noreferrer">AWS Solutions Library</a></li> <li><a href="/architecture/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Architecture Center</a></li> <li><a href="/faqs/?nc1=f_dr" target="_blank" rel="noopener noreferrer">Product and Technical FAQs</a></li> <li><a href="/resources/analyst-reports/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Analyst Reports</a></li> <li><a href="/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="/developer/?nc1=f_dr" target="_blank" rel="noopener noreferrer">Developer Center</a></li> <li><a href="/developer/tools/?nc1=f_dr" target="_blank" rel="noopener noreferrer">SDKs & Tools</a></li> <li><a href="/developer/language/net/?nc1=f_dr" target="_blank" rel="noopener noreferrer">.NET on AWS</a></li> <li><a href="/developer/language/python/?nc1=f_dr" target="_blank" rel="noopener noreferrer">Python on AWS</a></li> <li><a href="/developer/language/java/?nc1=f_dr" target="_blank" rel="noopener noreferrer">Java on AWS</a></li> <li><a href="/developer/language/php/?nc1=f_cc" target="_blank" rel="noopener noreferrer">PHP on AWS</a></li> <li><a href="/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="/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="/premiumsupport/?nc1=f_dr" target="_blank" rel="noopener noreferrer">AWS Support Overview</a></li> <li><a href="/legal/?nc1=f_cc" target="_blank" rel="noopener noreferrer">Legal</a></li> <li><a href="/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="/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 id="aws-page-end"></div> <div id="lb-page-end"></div> <div id="mrc-sunrise-chat"></div> <script defer id="mrc-sunrise-chat-loader" src="https://loader.us-east-1.prod.mrc-sunrise.marketing.aws.dev/loader.js"></script> <!--[if lte IE 9]> <p class="deprecated-browser-support-message"> You are using an outdated browser. Please upgrade to a modern browser to improve your experience.<img src="https://fls-na.amazon.com/1/action-impressions/1/OE/aws-mktg/action/awsm_:comp_DeprecatedBrowser@v=1:u=c?dataset=LIVE:PROD&instance=PUB&client=dsk&marketplaceId=A12QK8IU0H0XW5&requestId=ABCDEFGHIJKLMNOPQRST&session=123-1234567-1234567" alt="deprecated-browser pixel tag" /> </p> <![endif]--> <div class="lb-skt-overlay lb-modal lb-comp-content-container" data-lb-comp="modal" data-lb-modal-id="ie-deprecation-msg" data-ie10-deprecation-msg="You are using an outdated browser. Please upgrade to a modern browser to improve your experience."> <div class="lb-modal-dialog"> <div class="lb-modal-content"> <div class="lb-modal-header"> <h4 class="lb-h4"> Ending Support for Internet Explorer</h4> <a class="lb-modal-close" role="button" href="#" title="Close"> <span class="lb-sr-only">Got it</span> </a> </div> <div class="lb-modal-body"> AWS support for Internet Explorer ends on 07/31/2022. Supported browsers are Chrome, Firefox, Edge, and Safari. <a href="https://aws.amazon.com/blogs/aws/heads-up-aws-support-for-internet-explorer-11-is-ending/" rel="noopener">Learn more »</a> </div> <div class="lb-modal-footer"> <a class="lb-btn-p-primary lb-modal-close lb-modal-action" role="button">Got it</a> </div> </div> </div> </div> <a data-lb-modal-trigger="ie-deprecation-msg" style="display: none;"></a> <!-- cms_updated_at: 2024-11-21T23:57:09.285-0800 --> </body> </html>