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@@ -12,8 +12,8 @@
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 <link rel="stylesheet" href="https://at-ui.github.io/feather-font/css/iconfont.css"><title data-react-helmet="true">Incremental Processing on the Data Lake | 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/blog/2020/08/18/hudi-incremental-processing-on-data-lakes"><meta data-react-helmet="true" name="docsearch:language" content="en"><meta data-react-helmet="true" name="docsearch:docusaurus_tag" content="default"><meta data-react-helmet="true" name="keywords" content="apache hudi, data lake, lakehouse, big data, apache spark, apache flink, presto, trino, analytics, data engineering"><meta data-react-helmet="true" property="og:title" content="Incremental Processing on the Data Lake | Apache Hudi"><meta data-react-helmet="true" name="description" content="NOTE: This article is a translation of the infoq.cn article, found here, with minor edits"><meta data-react-helmet="true" property="og:description" content="NOTE: This article is a translation of the infoq.cn article, found here, with minor edits"><meta data-react-helmet="true" property="og:image" content="https://hudi.apache.org/assets/images/blog/incr-processing/image7.png"><meta data-react-helmet="true" name="twitter:image" content="https://hudi.apache.org/assets/images/blog/incr-processing/image7.png"><meta data-react-helmet="true" property="og:type" content="article"><meta data-react-helmet="true" property="article:published_time" content="2020-08-18T00:00:00.000Z"><meta data-react-helmet="true" property="article:tag" content="blog,datalake,incremental processing,apache hudi"><link data-react-helmet="true" rel="icon" href="/assets/images/favicon.ico"><link data-react-helmet="true" rel="canonical" href="https://hudi.apache.org/blog/2020/08/18/hudi-incremental-processing-on-data-lakes"><link data-react-helmet="true" rel="alternate" href="https://hudi.apache.org/blog/2020/08/18/hudi-incremental-processing-on-data-lakes" hreflang="en"><link data-react-helmet="true" rel="alternate" href="https://hudi.apache.org/cn/blog/2020/08/18/hudi-incremental-processing-on-data-lakes" hreflang="cn"><link data-react-helmet="true" rel="alternate" href="https://hudi.apache.org/blog/2020/08/18/hudi-incremental-processing-on-data-lakes" hreflang="x-default"><link data-react-helmet="true" rel="preconnect" href="https://BH4D9OD16A-dsn.algolia.net" crossorigin="anonymous"><link rel="stylesheet" href="/assets/css/styles.ada4f217.css">
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 incremental consumption, and explained why these two primitives can solve the problems explained above.</p><p>Then, we introduced why incremental processing is also important to the data lake. There are many common parts in data processing between the data lake and the data warehouse.
 In the data warehouse, some &quot;pain points&quot; caused by the lack of incremental processing also exist in the data lake. We elaborated its significance to the data lake from four
 aspects: incremental processing of semantics of natural fit flow, the need for analytical scenarios, quasi-real-time scene resource/efficiency trade-offs, and unified lake architecture.</p><p>Finally, we introduced the open source data lake storage framework Apache Hudi&#x27;s support for incremental processing and simple cases.</p></div><footer0 class="row docusaurus-mt-lg blogPostDetailsFull_2lop"><div class="col margin-top--sm"><a href="https://github.com/apache/hudi/edit/asf-site/website/blog/blog/2020-08-18-hudi-incremental-processing-on-data-lakes.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></footer0></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Blog post page navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/blog/2020/08/20/efficient-migration-of-large-parquet-tables"><div class="pagination-nav__sublabel">Newer Post</div><div class="pagination-nav__label">« <!-- -->Efficient Migration of Large Parquet Tables to Apache Hudi</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/blog/2020/08/04/PrestoDB-and-Apache-Hudi"><div class="pagination-nav__sublabel">Older Post</div><div class="pagination-nav__label">PrestoDB and Apache Hudi<!-- --> »</div></a></div></nav></main><div class="col col--2"><div class="tableOfContents_vrFS thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#note-this-article-is-a-translation-of-the-infoqcn-article-found-here-with-minor-edits" class="table-of-contents__link toc-highlight">NOTE: This article is a translation of the infoq.cn article, found here, with minor edits</a></li><li><a href="#traditional-data-lakes-lack-the-primitives-for-incremental-processing" class="table-of-contents__link toc-highlight">Traditional data lakes lack the primitives for incremental processing</a></li><li><a href="#the-significance-of-incremental-processing-for-the-data-lake" class="table-of-contents__link toc-highlight">The significance of incremental processing for the data lake</a><ul><li><a href="#streaming-semantics" class="table-of-contents__link toc-highlight">Streaming Semantics</a></li><li><a href="#warehousing-needs-incremental-processing" class="table-of-contents__link toc-highlight">Warehousing needs Incremental Processing</a></li><li><a href="#quasi-real-time-scenarios-resourceefficiency-trade-offs" class="table-of-contents__link toc-highlight">Quasi-real-time scenarios, resource/efficiency trade-offs</a></li><li><a href="#incremental-processing-facilitates-unified-data-lake-architecture" class="table-of-contents__link toc-highlight">Incremental processing facilitates unified data lake architecture</a></li></ul></li><li><a href="#hudis-support-for-incremental-processing" class="table-of-contents__link toc-highlight">Hudi&#39;s support for incremental processing</a></li><li><a href="#summary" class="table-of-contents__link toc-highlight">Summary</a></li></ul></div></div></div></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="/blog/2021/07/21/streaming-data-lake-platform">Our Vision</a></li><li class="footer__item"><a class="footer__link-item" href="/docs/concepts">Concepts</a></li><li class="footer__item"><a class="footer__link-item" href="/community/team">Team</a></li><li class="footer__item"><a class="footer__link-item" href="/releases/release-0.15.0">Releases</a></li><li class="footer__item"><a 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