| <!doctype html> |
| <html class="docs-version-0.13.0" lang="cn" dir="ltr"> |
| <head> |
| <meta charset="UTF-8"> |
| <meta name="viewport" content="width=device-width,initial-scale=1"> |
| <meta name="generator" content="Docusaurus v2.0.0-beta.14"> |
| <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache Hudi: User-Facing Analytics RSS Feed"> |
| <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache Hudi: User-Facing Analytics Atom Feed"> |
| <link rel="alternate" type="application/json" href="/cn/blog/feed.json" title="Apache Hudi: User-Facing Analytics JSON Feed"> |
| <link rel="search" type="application/opensearchdescription+xml" title="Apache Hudi" href="/cn/opensearch.xml"> |
| <link rel="alternate" type="application/rss+xml" href="/cn/videos/rss.xml" title="Apache Hudi RSS Feed"> |
| <link rel="alternate" type="application/atom+xml" href="/cn/videos/atom.xml" title="Apache Hudi Atom Feed"> |
| <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Comfortaa|Ubuntu|Roboto|Source+Code+Pro"> |
| <link rel="stylesheet" href="https://at-ui.github.io/feather-font/css/iconfont.css"><title data-react-helmet="true">Use Cases | Apache Hudi</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://hudi.apache.org/cn/docs/0.13.0/use_cases"><meta data-react-helmet="true" name="docsearch:language" content="cn"><meta data-react-helmet="true" name="docsearch:version" content="0.13.0"><meta data-react-helmet="true" name="docsearch:docusaurus_tag" content="docs-default-0.13.0"><meta data-react-helmet="true" property="og:title" content="Use Cases | Apache Hudi"><meta data-react-helmet="true" name="description" content="Apache Hudi provides the foundational features required to build a state-of-the-art Lakehouse."><meta data-react-helmet="true" property="og:description" content="Apache Hudi provides the foundational features required to build a state-of-the-art Lakehouse."><meta data-react-helmet="true" name="keywords" content="hudi,data ingestion,etl,real time,use cases"><link data-react-helmet="true" rel="icon" href="/cn/assets/images/favicon.ico"><link data-react-helmet="true" rel="canonical" href="https://hudi.apache.org/cn/docs/0.13.0/use_cases"><link data-react-helmet="true" rel="alternate" href="https://hudi.apache.org/docs/0.13.0/use_cases" hreflang="en"><link data-react-helmet="true" rel="alternate" href="https://hudi.apache.org/cn/docs/0.13.0/use_cases" hreflang="cn"><link data-react-helmet="true" rel="alternate" href="https://hudi.apache.org/docs/0.13.0/use_cases" hreflang="x-default"><link data-react-helmet="true" rel="preconnect" href="https://BH4D9OD16A-dsn.algolia.net" crossorigin="anonymous"><link rel="stylesheet" href="/cn/assets/css/styles.ea681a30.css"> |
| <link rel="preload" href="/cn/assets/js/runtime~main.0acdb754.js" as="script"> |
| <link rel="preload" href="/cn/assets/js/main.6d6aa24f.js" as="script"> |
| </head> |
| <body> |
| <script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){var t=null;try{t=localStorage.getItem("theme")}catch(t){}return t}();t(null!==e?e:"light")}(),document.documentElement.setAttribute("data-announcement-bar-initially-dismissed",function(){try{return"true"===localStorage.getItem("docusaurus.announcement.dismiss")}catch(t){}return!1}())</script><div id="__docusaurus"> |
| <div><a href="#" class="skipToContent_OuoZ">Skip to main content</a></div><div class="announcementBar_axC9" role="banner"><div class="announcementBarPlaceholder_xYHE"></div><div class="announcementBarContent_6uhP">⭐️ If you like Apache Hudi, give it a star on <a target="_blank" rel="noopener noreferrer" href="https://github.com/apache/hudi">GitHub</a>! ⭐</div><button type="button" class="clean-btn close announcementBarClose_A3A1" aria-label="Close"><svg viewBox="0 0 15 15" width="14" height="14"><g stroke="currentColor" stroke-width="3.1"><path d="M.75.75l13.5 13.5M14.25.75L.75 14.25"></path></g></svg></button></div><nav class="navbar navbar--fixed-top navbarWrapper_UIa0"><div class="navbar__inner"><img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=8f594acf-9b77-44fb-9475-3e82ead1910c" width="0" height="0" alt=""><img referrerpolicy="no-referrer-when-downgrade" src="https://analytics.apache.org/matomo.php?idsite=47&rec=1" width="0" height="0" alt=""><div class="navbar__items"><button aria-label="Navigation bar toggle" class="navbar__toggle clean-btn" type="button" tabindex="0"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/cn/"><div class="navbar__logo navbarLogo_Bz6n"><img src="/cn/assets/images/hudi.png" alt="Apache Hudi" class="themedImage_TMUO themedImage--light_4Vu1"><img src="/cn/assets/images/hudi.png" alt="Apache Hudi" class="themedImage_TMUO themedImage--dark_uzRr"></div></a><a class="navbar__item navbar__link" href="/cn/docs/overview"><div class="labelWrapperDropdown_Mqbj">Docs</div></a><div class="navbar__item dropdown dropdown--hoverable"><a href="#" class="navbar__link downloadLinkDropdownHide_aDP3"><div class="labelWrapperDropdown_Mqbj">Learn<svg width="10" height="6" viewBox="0 0 10 6" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.5 1.25 5 4.75l-3.5-3.5" stroke="#1C1E21" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/cn/talks"><div class="labelWrapperDropdown_Mqbj">Talks</div></a></li><li><a class="dropdown__link" href="/cn/videos"><div class="labelWrapperDropdown_Mqbj">Video Guides</div></a></li><li><a class="dropdown__link" href="/cn/docs/faq"><div class="labelWrapperDropdown_Mqbj">FAQ</div></a></li><li><a class="dropdown__link" href="/cn/tech-specs"><div class="labelWrapperDropdown_Mqbj">Tech Specs</div></a></li><li><a class="dropdown__link" href="/cn/tech-specs-1point0"><div class="labelWrapperDropdown_Mqbj">Tech Specs 1.0</div></a></li><li><a href="https://cwiki.apache.org/confluence/display/HUDI" target="_blank" rel="noopener noreferrer" class="dropdown__link"><span class="externalLink_AE3f">Technical Wiki<svg width="20" height="20" viewBox="0 0 26 26" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M16.965 8.745 9.01 16.7M10.561 8.758l6.403-.013-.013 6.403" stroke="#0DB1F9" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><rect x="4.5" y="4.5" width="17" height="17" rx="2.5" stroke="#0DB1F9"></rect></svg></span></a></li></ul></div><div class="navbar__item dropdown dropdown--hoverable"><a href="#" class="navbar__link downloadLinkDropdownHide_aDP3"><div class="labelWrapperDropdown_Mqbj">Contribute<svg width="10" height="6" viewBox="0 0 10 6" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.5 1.25 5 4.75l-3.5-3.5" stroke="#1C1E21" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/cn/contribute/how-to-contribute"><div class="labelWrapperDropdown_Mqbj">How to Contribute</div></a></li><li><a class="dropdown__link" href="/cn/contribute/developer-setup"><div class="labelWrapperDropdown_Mqbj">Developer Setup</div></a></li><li><a class="dropdown__link" href="/cn/contribute/rfc-process"><div class="labelWrapperDropdown_Mqbj">RFC Process</div></a></li><li><a class="dropdown__link" href="/cn/contribute/report-security-issues"><div class="labelWrapperDropdown_Mqbj">Report Security Issues</div></a></li><li><a href="https://issues.apache.org/jira/projects/HUDI/summary" target="_blank" rel="noopener noreferrer" class="dropdown__link"><span class="externalLink_AE3f">Report Issues<svg width="20" height="20" viewBox="0 0 26 26" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M16.965 8.745 9.01 16.7M10.561 8.758l6.403-.013-.013 6.403" stroke="#0DB1F9" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><rect x="4.5" y="4.5" width="17" height="17" rx="2.5" stroke="#0DB1F9"></rect></svg></span></a></li></ul></div><div class="navbar__item dropdown dropdown--hoverable"><a href="#" class="navbar__link downloadLinkDropdownHide_aDP3"><div class="labelWrapperDropdown_Mqbj">Community<svg width="10" height="6" viewBox="0 0 10 6" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.5 1.25 5 4.75l-3.5-3.5" stroke="#1C1E21" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/cn/community/get-involved"><div class="labelWrapperDropdown_Mqbj">Get Involved</div></a></li><li><a class="dropdown__link" href="/cn/community/syncs"><div class="labelWrapperDropdown_Mqbj">Community Syncs</div></a></li><li><a class="dropdown__link" href="/cn/community/office_hours"><div class="labelWrapperDropdown_Mqbj">Office Hours</div></a></li><li><a class="dropdown__link" href="/cn/community/team"><div class="labelWrapperDropdown_Mqbj">Team</div></a></li></ul></div><a class="navbar__item navbar__link" href="/cn/blog"><div class="labelWrapperDropdown_Mqbj">Blog</div></a><a class="navbar__item navbar__link" href="/cn/powered-by"><div class="labelWrapperDropdown_Mqbj">Who's Using</div></a><a class="navbar__item navbar__link" href="/cn/roadmap"><div class="labelWrapperDropdown_Mqbj">Roadmap</div></a><a class="navbar__item navbar__link" href="/cn/releases/download"><div class="labelWrapperDropdown_Mqbj">Download</div></a></div><div class="navbar__items navbar__items--right"><div class="navbar__item dropdown dropdown--hoverable dropdown--right"><a class="navbar__link downloadLinkDropdownHide_aDP3" href="/cn/docs/0.13.0/overview"><div class="labelWrapperDropdown_Mqbj">0.13.0<svg width="10" height="6" viewBox="0 0 10 6" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.5 1.25 5 4.75l-3.5-3.5" stroke="#1C1E21" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/cn/docs/next/use_cases"><div class="labelWrapperDropdown_Mqbj">Next</div></a></li><li><a class="dropdown__link" href="/cn/docs/use_cases"><div class="labelWrapperDropdown_Mqbj">0.14.1</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.14.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.14.0</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.13.1/use_cases"><div class="labelWrapperDropdown_Mqbj">0.13.1</div></a></li><li><a aria-current="page" class="dropdown__link dropdown__link--active" href="/cn/docs/0.13.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.13.0</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.12.3/use_cases"><div class="labelWrapperDropdown_Mqbj">0.12.3</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.12.2/use_cases"><div class="labelWrapperDropdown_Mqbj">0.12.2</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.12.1/use_cases"><div class="labelWrapperDropdown_Mqbj">0.12.1</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.12.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.12.0</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.11.1/use_cases"><div class="labelWrapperDropdown_Mqbj">0.11.1</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.11.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.11.0</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.10.1/use_cases"><div class="labelWrapperDropdown_Mqbj">0.10.1</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.10.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.10.0</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.9.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.9.0</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.8.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.8.0</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.7.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.7.0</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.6.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.6.0</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.5.3/use_cases"><div class="labelWrapperDropdown_Mqbj">0.5.3</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.5.2/use_cases"><div class="labelWrapperDropdown_Mqbj">0.5.2</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.5.1/use_cases"><div class="labelWrapperDropdown_Mqbj">0.5.1</div></a></li><li><a class="dropdown__link" href="/cn/docs/0.5.0/use_cases"><div class="labelWrapperDropdown_Mqbj">0.5.0</div></a></li></ul></div><div class="navbar__item dropdown dropdown--hoverable dropdown--right"><a href="#" class="navbar__link downloadLinkDropdownHide_aDP3"><div class="labelWrapperDropdown_Mqbj"><span><svg viewBox="0 0 20 20" width="20" height="20" aria-hidden="true" class="iconLanguage_zID8"><path fill="currentColor" d="M19.753 10.909c-.624-1.707-2.366-2.726-4.661-2.726-.09 0-.176.002-.262.006l-.016-2.063 3.525-.607c.115-.019.133-.119.109-.231-.023-.111-.167-.883-.188-.976-.027-.131-.102-.127-.207-.109-.104.018-3.25.461-3.25.461l-.013-2.078c-.001-.125-.069-.158-.194-.156l-1.025.016c-.105.002-.164.049-.162.148l.033 2.307s-3.061.527-3.144.543c-.084.014-.17.053-.151.143.019.09.19 1.094.208 1.172.018.08.072.129.188.107l2.924-.504.035 2.018c-1.077.281-1.801.824-2.256 1.303-.768.807-1.207 1.887-1.207 2.963 0 1.586.971 2.529 2.328 2.695 3.162.387 5.119-3.06 5.769-4.715 1.097 1.506.256 4.354-2.094 5.98-.043.029-.098.129-.033.207l.619.756c.08.096.206.059.256.023 2.51-1.73 3.661-4.515 2.869-6.683zm-7.386 3.188c-.966-.121-.944-.914-.944-1.453 0-.773.327-1.58.876-2.156a3.21 3.21 0 011.229-.799l.082 4.277a2.773 2.773 0 01-1.243.131zm2.427-.553l.046-4.109c.084-.004.166-.01.252-.01.773 0 1.494.145 1.885.361.391.217-1.023 2.713-2.183 3.758zm-8.95-7.668a.196.196 0 00-.196-.145h-1.95a.194.194 0 00-.194.144L.008 16.916c-.017.051-.011.076.062.076h1.733c.075 0 .099-.023.114-.072l1.008-3.318h3.496l1.008 3.318c.016.049.039.072.113.072h1.734c.072 0 .078-.025.062-.076-.014-.05-3.083-9.741-3.494-11.04zm-2.618 6.318l1.447-5.25 1.447 5.25H3.226z"></path></svg><span>Chinese</span></span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#a)"><path d="M14 6.457a6.842 6.842 0 0 0-7-6.02 6.843 6.843 0 0 0-7 6.02v1.085a6.843 6.843 0 0 0 7 6.02 6.843 6.843 0 0 0 7-6.02V6.457Zm-1.094 0h-2.625a9.92 9.92 0 0 0-.376-2.222 6.65 6.65 0 0 0 1.531-.875 5.25 5.25 0 0 1 1.444 3.097h.026Zm-8.032 0a8.479 8.479 0 0 1 .324-1.872 7.376 7.376 0 0 0 3.63 0c.175.61.284 1.239.325 1.872h-4.28Zm4.305 1.085a8.391 8.391 0 0 1-.324 1.873 7.464 7.464 0 0 0-3.658 0 8.479 8.479 0 0 1-.323-1.873h4.305Zm.35-4.375A10.342 10.342 0 0 0 8.75 1.75c.627.194 1.218.49 1.75.875a5.748 5.748 0 0 1-.998.577l.027-.035ZM7.254 1.54A8.75 8.75 0 0 1 8.46 3.552c-.48.11-.97.165-1.461.167-.492-.001-.982-.057-1.461-.167.308-.722.715-1.4 1.207-2.012h.508ZM4.498 3.202a5.748 5.748 0 0 1-.998-.577 6.029 6.029 0 0 1 1.75-.875c-.294.46-.546.947-.753 1.452Zm-1.873.15c.47.358.984.652 1.531.874A9.625 9.625 0 0 0 3.78 6.45H1.155a5.25 5.25 0 0 1 1.47-3.098ZM1.12 7.541h2.625c.038.753.164 1.5.376 2.223a6.649 6.649 0 0 0-1.531.875 5.25 5.25 0 0 1-1.47-3.098Zm3.377 3.255c.207.506.459.992.753 1.453a6.03 6.03 0 0 1-1.75-.875c.312-.226.646-.419.997-.578Zm2.25 1.663a8.594 8.594 0 0 1-1.208-2.013 6.501 6.501 0 0 1 2.922 0 8.54 8.54 0 0 1-1.207 2.013h-.508Zm2.755-1.663c.367.156.716.35 1.042.578a6.338 6.338 0 0 1-1.75.875c.275-.464.512-.95.708-1.453Zm1.873-.148a6.647 6.647 0 0 0-1.531-.875 9.45 9.45 0 0 0 .376-2.223h2.625a5.25 5.25 0 0 1-1.47 3.098Z" fill="#1C1E21"></path></g><defs><clipPath id="a"><path fill="#fff" d="M0 0h14v14H0z"></path></clipPath></defs></svg></div></a><ul class="dropdown__menu"><li><a href="/docs/0.13.0/use_cases" target="_self" rel="noopener noreferrer" class="dropdown__link"><div class="labelWrapperDropdown_Mqbj">English</div></a></li><li><a href="/cn/docs/0.13.0/use_cases" target="_self" rel="noopener noreferrer" class="dropdown__link dropdown__link--active"><div class="labelWrapperDropdown_Mqbj">Chinese</div></a></li></ul></div><a href="https://github.com/apache/hudi" target="_blank" rel="noopener noreferrer" class="navbar__item navbar__link header-github-link" aria-label="GitHub repository"><div class="labelWrapperDropdown_Mqbj"></div></a><a href="https://twitter.com/ApacheHudi" target="_blank" rel="noopener noreferrer" class="navbar__item navbar__link header-twitter-link" aria-label="Hudi Twitter Handle"><div class="labelWrapperDropdown_Mqbj"></div></a><a href="https://join.slack.com/t/apache-hudi/shared_invite/zt-2ggm1fub8-_yt4Reu9djwqqVRFC7X49g" target="_blank" rel="noopener noreferrer" class="navbar__item navbar__link header-slack-link" aria-label="Hudi Slack Channel"><div class="labelWrapperDropdown_Mqbj"></div></a><a href="https://www.youtube.com/channel/UCs7AhE0BWaEPZSChrBR-Muw" target="_blank" rel="noopener noreferrer" class="navbar__item navbar__link header-youtube-link" aria-label="Hudi YouTube Channel"><div class="labelWrapperDropdown_Mqbj"></div></a><a href="https://www.linkedin.com/company/apache-hudi/?viewAsMember=true" target="_blank" rel="noopener noreferrer" class="navbar__item navbar__link header-linkedin-link" aria-label="Hudi Linkedin Page"><div class="labelWrapperDropdown_Mqbj"></div></a><div class="searchBox_fBfG"><div role="button" class="searchButton_g9-U" aria-label="Search"><span class="searchText_RI6l">Search</span><svg width="14" height="14" viewBox="0 0 14 14" fill="none" xmlns="http://www.w3.org/2000/svg"><circle cx="6.864" cy="6.864" r="5.243" stroke="#1C1E21" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></circle><path d="m10.51 10.783 2.056 2.05" stroke="#1C1E21" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div><div class="navbar-sidebar"><div class="navbar-sidebar__brand"><a class="navbar__brand" href="/cn/"><div class="navbar__logo"><img src="/cn/assets/images/hudi.png" alt="Apache Hudi" class="themedImage_TMUO themedImage--light_4Vu1"><img src="/cn/assets/images/hudi.png" alt="Apache Hudi" class="themedImage_TMUO themedImage--dark_uzRr"></div></a><button type="button" class="clean-btn navbar-sidebar__close"><svg viewBox="0 0 15 15" width="21" height="21"><g stroke="var(--ifm-color-emphasis-600)" stroke-width="1.2"><path d="M.75.75l13.5 13.5M14.25.75L.75 14.25"></path></g></svg></button></div><div class="navbar-sidebar__items"><div class="navbar-sidebar__item menu"><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" href="/cn/docs/overview"><div class="labelWrapperDropdown_Mqbj">Docs</div></a></li><li class="menu__list-item menu__list-item--collapsed"><a role="button" class="menu__link menu__link--sublist"><div class="labelWrapperDropdown_Mqbj">Learn</div></a></li><li class="menu__list-item menu__list-item--collapsed"><a role="button" class="menu__link menu__link--sublist"><div class="labelWrapperDropdown_Mqbj">Contribute</div></a></li><li class="menu__list-item menu__list-item--collapsed"><a role="button" class="menu__link menu__link--sublist"><div class="labelWrapperDropdown_Mqbj">Community</div></a></li><li class="menu__list-item"><a class="menu__link" href="/cn/blog"><div class="labelWrapperDropdown_Mqbj">Blog</div></a></li><li class="menu__list-item"><a class="menu__link" href="/cn/powered-by"><div class="labelWrapperDropdown_Mqbj">Who's Using</div></a></li><li class="menu__list-item"><a class="menu__link" href="/cn/roadmap"><div class="labelWrapperDropdown_Mqbj">Roadmap</div></a></li><li class="menu__list-item"><a class="menu__link" href="/cn/releases/download"><div class="labelWrapperDropdown_Mqbj">Download</div></a></li><li class="menu__list-item menu__list-item--collapsed"><a role="button" class="menu__link menu__link--sublist"><div class="labelWrapperDropdown_Mqbj">Versions</div></a></li><li class="menu__list-item menu__list-item--collapsed"><a role="button" class="menu__link menu__link--sublist"><div class="labelWrapperDropdown_Mqbj"><span><svg viewBox="0 0 20 20" width="20" height="20" aria-hidden="true" class="iconLanguage_zID8"><path fill="currentColor" d="M19.753 10.909c-.624-1.707-2.366-2.726-4.661-2.726-.09 0-.176.002-.262.006l-.016-2.063 3.525-.607c.115-.019.133-.119.109-.231-.023-.111-.167-.883-.188-.976-.027-.131-.102-.127-.207-.109-.104.018-3.25.461-3.25.461l-.013-2.078c-.001-.125-.069-.158-.194-.156l-1.025.016c-.105.002-.164.049-.162.148l.033 2.307s-3.061.527-3.144.543c-.084.014-.17.053-.151.143.019.09.19 1.094.208 1.172.018.08.072.129.188.107l2.924-.504.035 2.018c-1.077.281-1.801.824-2.256 1.303-.768.807-1.207 1.887-1.207 2.963 0 1.586.971 2.529 2.328 2.695 3.162.387 5.119-3.06 5.769-4.715 1.097 1.506.256 4.354-2.094 5.98-.043.029-.098.129-.033.207l.619.756c.08.096.206.059.256.023 2.51-1.73 3.661-4.515 2.869-6.683zm-7.386 3.188c-.966-.121-.944-.914-.944-1.453 0-.773.327-1.58.876-2.156a3.21 3.21 0 011.229-.799l.082 4.277a2.773 2.773 0 01-1.243.131zm2.427-.553l.046-4.109c.084-.004.166-.01.252-.01.773 0 1.494.145 1.885.361.391.217-1.023 2.713-2.183 3.758zm-8.95-7.668a.196.196 0 00-.196-.145h-1.95a.194.194 0 00-.194.144L.008 16.916c-.017.051-.011.076.062.076h1.733c.075 0 .099-.023.114-.072l1.008-3.318h3.496l1.008 3.318c.016.049.039.072.113.072h1.734c.072 0 .078-.025.062-.076-.014-.05-3.083-9.741-3.494-11.04zm-2.618 6.318l1.447-5.25 1.447 5.25H3.226z"></path></svg><span>Languages</span></span></div></a></li><li class="menu__list-item"><a href="https://github.com/apache/hudi" target="_blank" rel="noopener noreferrer" class="menu__link header-github-link" aria-label="GitHub repository"><div class="labelWrapperDropdown_Mqbj"></div></a></li><li class="menu__list-item"><a href="https://twitter.com/ApacheHudi" target="_blank" rel="noopener noreferrer" class="menu__link header-twitter-link" aria-label="Hudi Twitter Handle"><div class="labelWrapperDropdown_Mqbj"></div></a></li><li class="menu__list-item"><a href="https://join.slack.com/t/apache-hudi/shared_invite/zt-2ggm1fub8-_yt4Reu9djwqqVRFC7X49g" target="_blank" rel="noopener noreferrer" class="menu__link header-slack-link" aria-label="Hudi Slack Channel"><div class="labelWrapperDropdown_Mqbj"></div></a></li><li class="menu__list-item"><a href="https://www.youtube.com/channel/UCs7AhE0BWaEPZSChrBR-Muw" target="_blank" rel="noopener noreferrer" class="menu__link header-youtube-link" aria-label="Hudi YouTube Channel"><div class="labelWrapperDropdown_Mqbj"></div></a></li><li class="menu__list-item"><a href="https://www.linkedin.com/company/apache-hudi/?viewAsMember=true" target="_blank" rel="noopener noreferrer" class="menu__link header-linkedin-link" aria-label="Hudi Linkedin Page"><div class="labelWrapperDropdown_Mqbj"></div></a></li></ul></div><div class="navbar-sidebar__item menu"><button type="button" class="clean-btn navbar-sidebar__back">← Back to main menu</button></div></div></div></nav><div class="main-wrapper docs-wrapper docs-doc-page"><div class="docPage_GMj9"><button aria-label="Scroll back to top" class="clean-btn theme-back-to-top-button backToTopButton_i9tI" type="button"></button><aside class="docSidebarContainer_k0Pq"><div class="sidebar_a3j0"><nav class="menu thin-scrollbar menu_cyFh menuWithAnnouncementBar_+O1J"><ul class="theme-doc-sidebar-menu menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/cn/docs/0.13.0/overview">Overview</a></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist hasHref_TwRn" href="/cn/docs/0.13.0/quick-start-guide">Quick Start</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/cn/docs/0.13.0/quick-start-guide">Spark Guide</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/cn/docs/0.13.0/flink-quick-start-guide">Flink Guide</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/cn/docs/0.13.0/docker_demo">Docker Demo</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist hasHref_TwRn" href="/cn/docs/0.13.0/timeline">Concepts</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist hasHref_TwRn" href="/cn/docs/0.13.0/table_management">How To</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist hasHref_TwRn" href="/cn/docs/0.13.0/migration_guide">Services</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist hasHref_TwRn" href="/cn/docs/0.13.0/basic_configurations">Configurations</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist hasHref_TwRn" href="/cn/docs/0.13.0/query_engine_setup">Guides</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" href="/cn/docs/0.13.0/use_cases">Use Cases</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/cn/docs/0.13.0/faq">FAQs</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/cn/docs/0.13.0/privacy">Privacy Policy</a></li></ul></nav></div></aside><main class="docMainContainer_Q970"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_zHA2"><div class="theme-doc-version-banner alert alert--warning margin-bottom--md" role="alert"><div>This is documentation for <!-- -->Apache Hudi<!-- --> <b>0.13.0</b>, which is no longer actively maintained.</div><div class="margin-top--md">For up-to-date documentation, see the <b><a href="/cn/docs/use_cases">latest version</a></b> (<!-- -->0.14.1<!-- -->).</div></div><div class="docItemContainer_oiyr"><article><span class="theme-doc-version-badge badge badge--secondary">Version: <!-- -->0.13.0</span><div class="tocCollapsible_aw-L theme-doc-toc-mobile tocMobile_Tx6Y"><button type="button" class="clean-btn tocCollapsibleButton_zr6a">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Use Cases</h1></header><p>Apache Hudi provides the foundational features required to build a state-of-the-art Lakehouse. |
| The following are examples of use cases for why many choose to use Apache Hudi:</p><h2 class="anchor anchorWithStickyNavbar_y2LR" id="a-streaming-data-lake">A Streaming Data Lake<a class="hash-link" href="#a-streaming-data-lake" title="Direct link to heading"></a></h2><p>Apache Hudi is a Streaming Data Lake Platform that unlocks near real-time data ingestion and incremental processing pipelines with ease. |
| This blog post outlines this use case in more depth - <a href="https://hudi.apache.org/blog/2021/07/21/streaming-data-lake-platform" target="_blank" rel="noopener noreferrer">https://hudi.apache.org/blog/2021/07/21/streaming-data-lake-platform</a></p><h3 class="anchor anchorWithStickyNavbar_y2LR" id="near-real-time-ingestion">Near Real-Time Ingestion<a class="hash-link" href="#near-real-time-ingestion" title="Direct link to heading"></a></h3><p>Ingesting data from OLTP sources like (event logs, databases, external sources) into a <a href="http://martinfowler.com/bliki/DataLake.html" target="_blank" rel="noopener noreferrer">Data Lake</a> is a common problem, |
| that is unfortunately solved in a piecemeal fashion, using a medley of ingestion tools. This "raw data" layer of the data lake often forms the bedrock on which |
| more value is created.</p><p>For RDBMS ingestion, Hudi provides <strong>faster loads via Upserts</strong>, as opposed costly & inefficient bulk loads. It's very common to use a change capture solution like |
| <a href="http://debezium.io/" target="_blank" rel="noopener noreferrer">Debezium</a> or <a href="https://docs.confluent.io/platform/current/connect/index" target="_blank" rel="noopener noreferrer">Kafka Connect</a> or |
| <a href="https://sqoop.apache.org/docs/1.4.2/SqoopUserGuide#_incremental_imports" target="_blank" rel="noopener noreferrer">Sqoop Incremental Import</a> and apply them to an |
| equivalent Hudi table on DFS. For NoSQL datastores like <a href="http://cassandra.apache.org/" target="_blank" rel="noopener noreferrer">Cassandra</a> / <a href="http://www.project-voldemort.com/voldemort/" target="_blank" rel="noopener noreferrer">Voldemort</a> / <a href="https://hbase.apache.org/" target="_blank" rel="noopener noreferrer">HBase</a>, |
| even moderately big installations store billions of rows. It goes without saying that <strong>full bulk loads are simply infeasible</strong> and more efficient approaches |
| are needed if ingestion is to keep up with the typically high update volumes.</p><p>Even for immutable data sources like <a href="https://kafka.apache.org" target="_blank" rel="noopener noreferrer">Kafka</a>, there is often a need to de-duplicate the incoming events against what's stored on DFS. |
| Hudi achieves this by <a href="http://hudi.apache.org/blog/2020/11/11/hudi-indexing-mechanisms/" target="_blank" rel="noopener noreferrer">employing indexes</a> of different kinds, quickly and efficiently.</p><p>All of this is seamlessly achieved by the Hudi DeltaStreamer tool, which is maintained in tight integration with rest of the code |
| and we are always trying to add more capture sources, to make this easier for the users. The tool also has a continuous mode, where it |
| can self-manage clustering/compaction asynchronously, without blocking ingestion, significantly improving data freshness.</p><h3 class="anchor anchorWithStickyNavbar_y2LR" id="incremental-processing-pipelines">Incremental Processing Pipelines<a class="hash-link" href="#incremental-processing-pipelines" title="Direct link to heading"></a></h3><p>Data Lake ETL typically involves building a chain of tables derived from each other via DAGs expressed as workflows. Workflows often depend on new data being output by |
| multiple upstream workflows and traditionally, availability of new data is indicated by a new DFS Folder/Hive Partition. |
| Let's take a concrete example to illustrate this. An upstream workflow <code>U</code> can create a Hive partition for every hour, with data for that hour (event_time) at the end of each hour (processing_time), providing effective freshness of 1 hour. |
| Then, a downstream workflow <code>D</code>, kicks off immediately after <code>U</code> finishes, and does its own processing for the next hour, increasing the effective latency to 2 hours.</p><p>The above paradigm simply ignores late arriving data i.e when <code>processing_time</code> and <code>event_time</code> drift apart. |
| Unfortunately, in today's post-mobile & pre-IoT world, <strong>late data from intermittently connected mobile devices & sensors are the norm, not an anomaly</strong>. |
| In such cases, the only remedy to guarantee correctness is to reprocess the last few hours worth of data, over and over again each hour, |
| which can significantly hurt the efficiency across the entire ecosystem. For e.g; imagine reprocessing TBs worth of data every hour across hundreds of workflows.</p><p>Hudi comes to the rescue again, by providing a way to consume new data (including late data) from an upstream Hudi table <code>HU</code> at a record granularity (not folders/partitions), |
| apply the processing logic, and efficiently update/reconcile late data with a downstream Hudi table <code>HD</code>. Here, <code>HU</code> and <code>HD</code> can be continuously scheduled at a much more frequent schedule |
| like 15 mins, and providing an end-end latency of 30 mins at <code>HD</code>.</p><p>To achieve this, Hudi has embraced similar concepts from stream processing frameworks like <a href="https://spark.apache.org/docs/latest/streaming-programming-guide#join-operations" target="_blank" rel="noopener noreferrer">Spark Streaming</a> , Pub/Sub systems like <a href="http://kafka.apache.org/documentation/#theconsumer" target="_blank" rel="noopener noreferrer">Kafka</a> |
| <a href="https://flink.apache.org" target="_blank" rel="noopener noreferrer">Flink</a> or database replication technologies like <a href="https://docs.oracle.com/cd/E11882_01/server.112/e16545/xstrm_cncpt.htm#XSTRM187" target="_blank" rel="noopener noreferrer">Oracle XStream</a>. |
| For the more curious, a more detailed explanation of the benefits of Incremental Processing can be found <a href="https://www.oreilly.com/ideas/ubers-case-for-incremental-processing-on-hadoop" target="_blank" rel="noopener noreferrer">here</a></p><h3 class="anchor anchorWithStickyNavbar_y2LR" id="unified-batch-and-streaming">Unified Batch and Streaming<a class="hash-link" href="#unified-batch-and-streaming" title="Direct link to heading"></a></h3><p>The world we live in is polarized - even on data analytics storage - into real-time and offline/batch storage. Typically, real-time <a href="https://en.wikipedia.org/wiki/Data_mart" target="_blank" rel="noopener noreferrer">datamarts</a> |
| are powered by specialized analytical stores such as <a href="http://druid.io/" target="_blank" rel="noopener noreferrer">Druid</a> or <a href="http://www.memsql.com/" target="_blank" rel="noopener noreferrer">Memsql</a> or <a href="https://clickhouse.tech/" target="_blank" rel="noopener noreferrer">Clickhouse</a>, fed by event buses like |
| <a href="https://kafka.apache.org" target="_blank" rel="noopener noreferrer">Kafka</a> or <a href="https://pulsar.apache.org" target="_blank" rel="noopener noreferrer">Pulsar</a>. This model is prohibitively expensive, unless a small fraction of your data lake data |
| needs sub-second query responses such as system monitoring or interactive real-time analysis.</p><p>The same data gets ingested into data lake storage much later (say every few hours or so) and then runs through batch ETL pipelines, with intolerable data freshness |
| to do any kind of near-realtime analytics. On the other hand, the data lakes provide access to interactive SQL engines like Presto/SparkSQL, which can horizontally scale |
| easily and provide return even more complex queries, within few seconds.</p><p>By bringing streaming primitives to data lake storage, Hudi opens up new possibilities by being able to ingest data within few minutes and also author incremental data |
| pipelines that are orders of magnitude faster than traditional batch processing. By bringing <strong>data freshness to a few minutes</strong>, Hudi can provide a much efficient alternative, |
| for a large class of data applications, compared to real-time datamarts. Also, Hudi has no upfront server infrastructure investments |
| and thus enables faster analytics on much fresher analytics, without increasing the operational overhead. This external <a href="https://www.analyticsinsight.net/can-big-data-solutions-be-affordable/" target="_blank" rel="noopener noreferrer">article</a> |
| further validates this newer model.</p><h2 class="anchor anchorWithStickyNavbar_y2LR" id="cloud-native-tables">Cloud-Native Tables<a class="hash-link" href="#cloud-native-tables" title="Direct link to heading"></a></h2><p>Apache Hudi makes it easy to define tables, manage schema, metadata, and bring SQL semantics to cloud file storage. |
| Some may first hear about Hudi as an "open table format". While this is true, it is just one layer the full Hudi stack. |
| The term “table format” is new and still means many things to many people. Drawing an analogy to file formats, a table |
| format simply consists of : the file layout of the table, table’s schema and metadata tracking changes to the table. |
| Hudi is not a table format alone, but it does implement one internally. </p><h3 class="anchor anchorWithStickyNavbar_y2LR" id="schema-management">Schema Management<a class="hash-link" href="#schema-management" title="Direct link to heading"></a></h3><p>A key component of a table is the schema of that table. Apache Hudi provides flexibility to enforce schemas, but also allow |
| schema evolution to ensure pipeline resilience to changes. Hudi uses Avro schemas to store, manage and evolve a table’s |
| schema. Currently, Hudi enforces schema-on-write, which although stricter than schema-on-read, is adopted widely in the |
| stream processing world to ensure pipelines don't break from non backwards compatible changes.</p><h3 class="anchor anchorWithStickyNavbar_y2LR" id="acid-transactions">ACID Transactions<a class="hash-link" href="#acid-transactions" title="Direct link to heading"></a></h3><p>Along with a table, Apache Hudi brings ACID transactional guarantees to a data lake. |
| Hudi ensures atomic writes, by way of publishing commits atomically to a <a href="/cn/docs/timeline">timeline</a>, stamped with an |
| instant time that denotes the time at which the action |
| is deemed to have occurred. Unlike general purpose file version control, Hudi draws clear distinction between writer processes |
| (that issue user’s upserts/deletes), table services (that write data/metadata to optimize/perform bookkeeping) and readers |
| (that execute queries and read data). Hudi provides snapshot isolation between all three types of processes, meaning they |
| all operate on a consistent snapshot of the table. Hudi provides <a href="https://cwiki.apache.org/confluence/display/HUDI/RFC+-+22+%3A+Snapshot+Isolation+using+Optimistic+Concurrency+Control+for+multi-writers" target="_blank" rel="noopener noreferrer">optimistic concurrency control</a> |
| (OCC) between writers, while providing lock-free, non-blocking MVCC based concurrency control between writers and |
| table-services and between different table services.</p><p>Projects that solely rely on OCC deal with competing operations, by either implementing a lock or relying on atomic renames. |
| Such approaches are optimistic that real contention never happens and resort to failing one of the writer operations if |
| conflicts occur, which can cause significant resource wastage or operational overhead. Imagine a scenario of two writer |
| processes : an ingest writer job producing new data every 30 minutes and a deletion writer job that is enforcing GDPR |
| taking 2 hours to issue deletes. If there were to overlap on the same files (very likely to happen in real situations |
| with random deletes), the deletion job is almost guaranteed to starve and fail to commit each time, wasting tons of |
| cluster resources. Hudi takes a very different approach that we believe is more apt for lake transactions, which are |
| typically long-running. For e.g async compaction that can keep deleting records in the background without blocking the ingest job. |
| This is implemented via a file level, log based concurrency control protocol which orders actions based on their start instant times on the timeline.</p><h3 class="anchor anchorWithStickyNavbar_y2LR" id="efficient-upserts-and-deletes">Efficient Upserts and Deletes<a class="hash-link" href="#efficient-upserts-and-deletes" title="Direct link to heading"></a></h3><p>While ACID transactions opens the door for Upserts and Deletes, Hudi also unlocks special capabilities like clustering, |
| indexing, and z-ordering which allows users to optimize for efficiency in Deletions and Upserts. Specifically, users can |
| cluster older event log data based on user_id, such that, queries that evaluate candidates for data deletion can do so, while |
| more recent partitions are optimized for query performance and clustered on say timestamp. </p><p>Hudi also offers efficient ways of dealing with large write amplification, resulting from random deletes based on user_id |
| (or any secondary key), by way of the <code>Merge On Read</code> table types. Hudi's elegant log based concurrency control, ensures |
| that the ingestion/writing can continue happening, as a background compaction job amortizes the cost of rewriting data to enforce deletes.</p><h3 class="anchor anchorWithStickyNavbar_y2LR" id="time-travel">Time-Travel<a class="hash-link" href="#time-travel" title="Direct link to heading"></a></h3><p>Apache Hudi unlocks the ability to write time travel queries, which means you can query the previous state of the data. |
| This is particularly useful for a few use cases. </p><ul><li>Rollbacks - Easily revert back to a previous version of the table.</li><li>Debugging - Inspect previous versions of data to understand how it has changed over time.</li><li>Audit History - Have a trail of commits that helps you see how, who, and when altered the data over time.</li></ul><h2 class="anchor anchorWithStickyNavbar_y2LR" id="data-lake-performance-optimizations">Data Lake Performance Optimizations<a class="hash-link" href="#data-lake-performance-optimizations" title="Direct link to heading"></a></h2><p>Apache Hudi offers several cutting edge services which help you achieve industry leading performance and significant |
| cost savings for your data lake.</p><p>Some examples of the Apache Hudi services that make this performance optimization easy include: </p><ul><li><a href="/cn/docs/file_sizing">Auto File Sizing</a> - to solve the "small files" problem.</li><li><a href="/cn/docs/clustering">Clustering</a> - to co-locate data next to each other.</li><li><a href="/cn/docs/compaction">Compaction</a> - to allow tuning of low latency ingestion and fast read queries. </li><li><a href="/cn/docs/indexing">Indexing</a> - for efficient upserts and deletes.</li><li>Multi-Dimensional Partitioning (Z-Ordering) - Traditional folder style partitioning on low-cardinality, while also |
| Z-Ordering data within files based on high-cardinality</li><li>Metadata Table - No more slow S3 file listings or throttling.</li><li><a href="/cn/docs/hoodie_cleaner">Auto Cleaning</a> - Keeps your storage costs in check by automatically removing old versions of files.</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/hudi/tree/asf-site/website/versioned_docs/version-0.13.0/use_cases.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_mS5F" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_mt2f"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/cn/docs/0.13.0/jfs_hoodie"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">JuiceFS</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/cn/docs/0.13.0/faq"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">FAQs</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_vrFS thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#a-streaming-data-lake" class="table-of-contents__link toc-highlight">A Streaming Data Lake</a><ul><li><a href="#near-real-time-ingestion" class="table-of-contents__link toc-highlight">Near Real-Time Ingestion</a></li><li><a href="#incremental-processing-pipelines" class="table-of-contents__link toc-highlight">Incremental Processing Pipelines</a></li><li><a href="#unified-batch-and-streaming" class="table-of-contents__link toc-highlight">Unified Batch and Streaming</a></li></ul></li><li><a href="#cloud-native-tables" class="table-of-contents__link toc-highlight">Cloud-Native Tables</a><ul><li><a href="#schema-management" class="table-of-contents__link toc-highlight">Schema Management</a></li><li><a href="#acid-transactions" class="table-of-contents__link toc-highlight">ACID Transactions</a></li><li><a href="#efficient-upserts-and-deletes" class="table-of-contents__link toc-highlight">Efficient Upserts and Deletes</a></li><li><a href="#time-travel" class="table-of-contents__link toc-highlight">Time-Travel</a></li></ul></li><li><a href="#data-lake-performance-optimizations" class="table-of-contents__link toc-highlight">Data Lake Performance Optimizations</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">About</div><ul class="footer__items"><li class="footer__item"><a class="footer__link-item" href="/cn/blog/2021/07/21/streaming-data-lake-platform">Our Vision</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/docs/concepts">Concepts</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/community/team">Team</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/releases/release-0.14.1">Releases</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/releases/download">Download</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/powered-by">Who's Using</a></li></ul></div><div class="col footer__col"><div class="footer__title">Learn</div><ul class="footer__items"><li class="footer__item"><a class="footer__link-item" href="/cn/docs/quick-start-guide">Quick Start</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/docs/docker_demo">Docker Demo</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/blog">Blog</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/talks">Talks</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/videos">Video Guides</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/docs/faq">FAQ</a></li><li class="footer__item"><a href="https://cwiki.apache.org/confluence/display/HUDI" target="_blank" rel="noopener noreferrer" class="footer__link-item"><span>Technical Wiki<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_wgqa"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></span></a></li></ul></div><div class="col footer__col"><div class="footer__title">Hudi On Cloud</div><ul class="footer__items"><li class="footer__item"><a class="footer__link-item" href="/cn/docs/s3_hoodie">AWS</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/docs/gcs_hoodie">Google Cloud</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/docs/oss_hoodie">Alibaba Cloud</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/docs/azure_hoodie">Microsoft Azure</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/docs/cos_hoodie">Tencent Cloud</a></li><li class="footer__item"><a class="footer__link-item" href="/cn/docs/ibm_cos_hoodie">IBM Cloud</a></li></ul></div><div class="col footer__col"><div class="footer__title">Community</div><ul class="footer__items"><li class="footer__item"><a class="footer__link-item" href="/cn/community/get-involved">Get Involved</a></li><li class="footer__item"><a href="https://join.slack.com/t/apache-hudi/shared_invite/zt-2ggm1fub8-_yt4Reu9djwqqVRFC7X49g" target="_blank" rel="noopener noreferrer" class="footer__link-item"><span>Slack<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_wgqa"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></span></a></li><li class="footer__item"><a href="https://github.com/apache/hudi" target="_blank" rel="noopener noreferrer" class="footer__link-item"><span>GitHub<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_wgqa"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></span></a></li><li class="footer__item"><a href="https://twitter.com/ApacheHudi" target="_blank" rel="noopener noreferrer" class="footer__link-item"><span>Twitter<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_wgqa"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></span></a></li><li class="footer__item"><a href="https://www.youtube.com/channel/UCs7AhE0BWaEPZSChrBR-Muw" target="_blank" rel="noopener noreferrer" class="footer__link-item"><span>YouTube<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_wgqa"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></span></a></li><li class="footer__item"><a href="https://www.linkedin.com/company/apache-hudi/?viewAsMember=true" target="_blank" rel="noopener noreferrer" class="footer__link-item"><span>Linkedin<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_wgqa"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></span></a></li><li class="footer__item"><a href="mailto:dev-subscribe@hudi.apache.org?Subject=SubscribeToHudi" target="_blank" rel="noopener noreferrer" class="footer__link-item">Mailing List</a></li></ul></div><div class="col footer__col"><div class="footer__title">Apache</div><ul class="footer__items"><li class="footer__item"><a href="https://www.apache.org/events/current-event" target="_blank" rel="noopener noreferrer" class="footer__link-item">Events</a></li><li class="footer__item"><a href="https://www.apache.org/foundation/thanks.html" target="_blank" rel="noopener noreferrer" class="footer__link-item">Thanks</a></li><li class="footer__item"><a href="https://www.apache.org/licenses" target="_blank" rel="noopener noreferrer" class="footer__link-item">License</a></li><li class="footer__item"><a href="https://www.apache.org/security" target="_blank" rel="noopener noreferrer" class="footer__link-item">Security</a></li><li class="footer__item"><a href="https://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noopener noreferrer" class="footer__link-item">Sponsorship</a></li><li class="footer__item"><a href="https://www.apache.org" target="_blank" rel="noopener noreferrer" class="footer__link-item">Foundation</a></li></ul></div></div><div class="footer__bottom text--center"><div class="margin-bottom--sm"><a href="https://hudi.apache.org/" target="_blank" rel="noopener noreferrer" class="footerLogoLink_SRtH"><img src="/cn/assets/images/logo-big.png" alt="Apache Hudi™" class="themedImage_TMUO themedImage--light_4Vu1 footer__logo"><img src="/cn/assets/images/logo-big.png" alt="Apache Hudi™" class="themedImage_TMUO themedImage--dark_uzRr footer__logo"></a></div><div class="footer__copyright">Copyright © 2021 <a href="https://apache.org">The Apache Software Foundation</a>, Licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0"> Apache License, Version 2.0</a>. |
| Hudi, Apache and the Apache feather logo are trademarks of The Apache Software Foundation. <a href="/docs/privacy">Privacy Policy</a></div></div></div></footer></div> |
| <script src="/cn/assets/js/runtime~main.0acdb754.js"></script> |
| <script src="/cn/assets/js/main.6d6aa24f.js"></script> |
| </body> |
| </html> |
