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Posted to commits@hudi.apache.org by gi...@apache.org on 2024/09/06 22:32:27 UTC
(hudi) branch asf-site updated: GitHub Actions build asf-site
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new 507d29d75c8 GitHub Actions build asf-site
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commit 507d29d75c8dd798dc84a5cf816e4cd085ef882b
Author: CI BOT <ci...@hudi.apache.org>
AuthorDate: Fri Sep 6 22:32:14 2024 +0000
GitHub Actions build asf-site
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<p>Add in the <em>packaging/hoodie-hive-bundle/target/hoodie-hive-bundle-0.4.6-SNAPSHOT.jar,</em> so that Hive can read the Hudi dataset and answer the query.</p>
<div class="language-java codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-java codeBlock_bY9V thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">hive> set hive.input.format=org.apache.hadoop.hive.ql.io.HiveInputFormat;</span><br></sp [...]
<p>Then, you need to create a <em>ReadOptimized</em> Hive table as below and register the sample partitions</p>
diff --git a/content/blog/2019/09/09/ingesting-database-changes/index.html b/content/blog/2019/09/09/ingesting-database-changes/index.html
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<p><strong>Step 1</strong>: Extract new changes to users table in MySQL, as avro data files on DFS</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Command to extract incrementals using sqoop</span><br></span><span class="token-line" st [...]
<p><strong>Step 2</strong>: Use your fav datasource to read extracted data and directly “upsert” the users table on DFS/Hive</p>
diff --git a/content/blog/2019/10/22/Hudi-On-Hops/index.html b/content/blog/2019/10/22/Hudi-On-Hops/index.html
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diff --git a/content/blog/2020/01/15/delete-support-in-hudi/index.html b/content/blog/2020/01/15/delete-support-in-hudi/index.html
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<h3 class="anchor anchorWithStickyNavbar_LWe7" id="delete-using-rdd-level-apis">Delete using RDD Level APIs<a href="#delete-using-rdd-level-apis" class="hash-link" aria-label="Direct link to Delete using RDD Level APIs" title="Direct link to Delete using RDD Level APIs"></a></h3>
<p>If you have embedded <em>HoodieWriteClient</em> , then deletion is as simple as passing in a <em>JavaRDD<HoodieKey></em> to the delete api.</p>
<div class="language-java codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-java codeBlock_bY9V thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Fetch list of HoodieKeys from elsewhere that needs to be deleted</span><br></span><span [...]
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<p>In this blog, we will build an end-end solution for capturing changes from a MySQL instance running on AWS RDS to a Hudi table on S3, using capabilities in the Hudi <strong>0.5.1 release</strong></p>
<p>We can break up the problem into two pieces.</p>
<ol>
diff --git a/content/blog/2020/03/22/exporting-hudi-datasets/index.html b/content/blog/2020/03/22/exporting-hudi-datasets/index.html
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<p>Similar to the existing <code>HoodieSnapshotCopier</code>, the Exporter scans the source dataset and then makes a copy of it to the target output path.</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">spark-submit \</span><br></span><span class="token-line" style="color:#F8F8F2"><span class= [...]
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="export-to-json-or-parquet-dataset">Export to json or parquet dataset<a href="#export-to-json-or-parquet-dataset" class="hash-link" aria-label="Direct link to Export to json or parquet dataset" title="Direct link to Export to json or parquet dataset"></a></h3>
diff --git a/content/blog/2020/04/27/apache-hudi-apache-zepplin/index.html b/content/blog/2020/04/27/apache-hudi-apache-zepplin/index.html
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<p>Apache Zeppelin is a web-based notebook that provides interactive data analysis. It is convenient for you to make beautiful documents that can be data-driven, interactive, and collaborative, and supports multiple languages, including Scala (using Apache Spark), Python (Apache Spark), SparkSQL, Hive, Markdown, Shell, and so on. Hive and SparkSQL currently support querying Hudi’s read-optimized view and real-time view. So in theory, Zeppelin’s notebook should also have such query capabi [...]
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="2-achieve-the-effect">2. Achieve the effect<a href="#2-achieve-the-effect" class="hash-link" aria-label="Direct link to 2. Achieve the effect" title="Direct link to 2. Achieve the effect"></a></h2>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="21-hive">2.1 Hive<a href="#21-hive" class="hash-link" aria-label="Direct link to 2.1 Hive" title="Direct link to 2.1 Hive"></a></h3>
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<p><strong>0.6.0 (unreleased)</strong></p>
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="introduction">Introduction<a href="#introduction" class="hash-link" aria-label="Direct link to Introduction" title="Direct link to Introduction"></a></h2>
<p><a href="https://www.datadoghq.com/" target="_blank" rel="noopener noreferrer">Datadog</a> is a popular monitoring service. In the upcoming <code>0.6.0</code> release of Apache Hudi, we will introduce the feature of reporting Hudi metrics via Datadog HTTP API, in addition to the current reporter types: Graphite and JMX.</p>
diff --git a/content/blog/2020/06/04/The-Apache-Software-Foundation-Announces-Apache-Hudi-as-a-Top-Level-Project/index.html b/content/blog/2020/06/04/The-Apache-Software-Foundation-Announces-Apache-Hudi-as-a-Top-Level-Project/index.html
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<p>Apache Hudi is a data lake framework which provides the ability to ingest, manage and query large analytical data sets on a distributed file system/cloud stores.
Hudi joined the Apache incubator for incubation in January 2019, and was promoted to the top Apache project in May 2020. This article mainly discusses the importance
of Hudi to the data lake from the perspective of "incremental processing". More information about Apache Hudi's framework functions, features, usage scenarios, and
diff --git a/content/blog/2020/08/20/efficient-migration-of-large-parquet-tables/index.html b/content/blog/2020/08/20/efficient-migration-of-large-parquet-tables/index.html
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<h2 class="anchor anchorWithStickyNavbar_LWe7" id="motivation">Motivation:<a href="#motivation" class="hash-link" aria-label="Direct link to Motivation:" title="Direct link to Motivation:"></a></h2>
<p>Apache Hudi maintains per record metadata to perform core operations such as upserts and incremental pull. To take advantage of Hudi’s upsert and incremental processing support, users would need to rewrite their whole dataset to make it an Apache Hudi table. Hudi 0.6.0 comes with an <em><strong>experimental feature</strong></em> to support efficient migration of large Parquet tables to Hudi without the need to rewrite the entire dataset.</p>
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="high-level-idea">High Level Idea:<a href="#high-level-idea" class="hash-link" aria-label="Direct link to High Level Idea:" title="Direct link to High Level Idea:"></a></h2>
diff --git a/content/blog/2020/08/21/async-compaction-deployment-model/index.html b/content/blog/2020/08/21/async-compaction-deployment-model/index.html
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+<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="compaction">Compaction<a href="#compaction" class="hash-link" aria-label="Direct link to Compaction" title="Direct link to Compaction"></a></h2>
<p>For Merge-On-Read table, data is stored using a combination of columnar (e.g parquet) + row based (e.g avro) file formats.
Updates are logged to delta files & later compacted to produce new versions of columnar files synchronously or
diff --git a/content/blog/2020/08/22/ingest-multiple-tables-using-hudi/index.html b/content/blog/2020/08/22/ingest-multiple-tables-using-hudi/index.html
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<p>This blog will guide you through configuring and running <code>HoodieMultiTableDeltaStreamer</code>.</p>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="configuration">Configuration<a href="#configuration" class="hash-link" aria-label="Direct link to Configuration" title="Direct link to Configuration"></a></h3>
<ul>
diff --git a/content/blog/2020/10/06/cdc-solution-using-hudi-by-nclouds/index.html b/content/blog/2020/10/06/cdc-solution-using-hudi-by-nclouds/index.html
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<h2 class="anchor anchorWithStickyNavbar_LWe7" id="1-why-decouple">1. Why decouple<a href="#1-why-decouple" class="hash-link" aria-label="Direct link to 1. Why decouple" title="Direct link to 1. Why decouple"></a></h2>
<p>Hudi has been using Spark as its data processing engine since its birth. If users want to use Hudi as their data lake framework, they must introduce Spark into their platform technology stack.
A few years ago, using Spark as a big data processing engine can be said to be very common or even natural. Since Spark can either perform batch processing or use micro-batch to simulate streaming, one engine solves both streaming and batch problems.
diff --git a/content/blog/2020/10/19/Origins-of-Data-Lake-at-Grofers/index.html b/content/blog/2020/10/19/Origins-of-Data-Lake-at-Grofers/index.html
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diff --git a/content/blog/2020/10/21/Architecting-Data-Lakes-for-the-Modern-Enterprise-at-Data-Summit-Connect-Fall-2020/index.html b/content/blog/2020/10/21/Architecting-Data-Lakes-for-the-Modern-Enterprise-at-Data-Summit-Connect-Fall-2020/index.html
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diff --git a/content/blog/2020/10/21/Data-Lake-Change-Capture-using-Apache-Hudi-and-Amazon-AMS-EMR/index.html b/content/blog/2020/10/21/Data-Lake-Change-Capture-using-Apache-Hudi-and-Amazon-AMS-EMR/index.html
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fast upsert/delete operations, by avoiding the need to join against the entire dataset to determine which files to rewrite.
For Merge-On-Read tables, this design allows Hudi to bound the amount of records any given base file needs to be merged against.
Specifically, a given base file needs to merged only against updates for records that are part of that base file. In contrast,
diff --git a/content/blog/2020/11/29/Can-Big-Data-Solutions-Be-Affordable/index.html b/content/blog/2020/11/29/Can-Big-Data-Solutions-Be-Affordable/index.html
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<p><a href="https://www.t3go.cn/" target="_blank" rel="noopener noreferrer">T3Go</a> is China’s first platform for smart travel based on the Internet of Vehicles. In this article, Trevor Zhang and Vino Yang from T3Go describe the evolution of their data lake architecture, built on cloud-native or open-source technologies including Alibaba OSS, Apache Hudi, and Alluxio. Today, their data lake stores petabytes of data, supporting hundreds of pipelines and tens of thousands of tasks daily. [...]
<p>In this blog, you will see how we slashed data ingestion time by half using Hudi and Alluxio. Furthermore, data analysts using Presto, Hudi, and Alluxio saw the queries speed up by 10 times. We built our data lake based on data orchestration for multiple stages of our data pipeline, including ingestion and analytics.</p>
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="i-t3go-data-lake-overview">I. T3Go data lake Overview<a href="#i-t3go-data-lake-overview" class="hash-link" aria-label="Direct link to I. T3Go data lake Overview" title="Direct link to I. T3Go data lake Overview"></a></h2>
diff --git a/content/blog/2021/01/27/hudi-clustering-intro/index.html b/content/blog/2021/01/27/hudi-clustering-intro/index.html
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<p>Apache Hudi brings stream processing to big data, providing fresh data while being an order of magnitude efficient over traditional batch processing. In a data lake/warehouse, one of the key trade-offs is between ingestion speed and query performance. Data ingestion typically prefers small files to improve parallelism and make data available to queries as soon as possible. However, query performance degrades poorly with a lot of small files. Also, during ingestion, data is typically c [...]
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="clustering-architecture">Clustering Architecture<a href="#clustering-architecture" class="hash-link" aria-label="Direct link to Clustering Architecture" title="Direct link to Clustering Architecture"></a></h2>
<p>At a high level, Hudi provides different operations such as insert/upsert/bulk_insert through it’s write client API to be able to write data to a Hudi table. To be able to choose a trade-off between file size and ingestion speed, Hudi provides a knob <code>hoodie.parquet.small.file.limit</code> to be able to configure the smallest allowable file size. Users are able to configure the small file <a href="https://hudi.apache.org/docs/configurations#compactionSmallFileSize" target="_blank [...]
diff --git a/content/blog/2021/02/13/hudi-key-generators/index.html b/content/blog/2021/02/13/hudi-key-generators/index.html
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the record belongs to. Using primary keys, Hudi can impose a) partition level uniqueness integrity constraint
b) enable fast updates and deletes on records. One should choose the partitioning scheme wisely as it could be a
determining factor for your ingestion and query latency.</p>
diff --git a/content/blog/2021/02/24/Time-travel-operations-in-Hopsworks-Feature-Store/index.html b/content/blog/2021/02/24/Time-travel-operations-in-Hopsworks-Feature-Store/index.html
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One such key feature that hudi provides is self-managing file sizing so that users don’t need to worry about
manual table maintenance. Having a lot of small files will make it harder to achieve good query performance, due to query engines
having to open/read/close files way too many times, to plan and execute queries. But for streaming data lake use-cases,
diff --git a/content/blog/2021/03/04/Build-a-data-lake-using-amazon-kinesis-data-stream-for-amazon-dynamodb-and-apache-hudi/index.html b/content/blog/2021/03/04/Build-a-data-lake-using-amazon-kinesis-data-stream-for-amazon-dynamodb-and-apache-hudi/index.html
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<h3 class="anchor anchorWithStickyNavbar_LWe7" id="reclaiming-space-and-keeping-your-data-lake-storage-costs-in-check">Reclaiming space and keeping your data lake storage costs in check<a href="#reclaiming-space-and-keeping-your-data-lake-storage-costs-in-check" class="hash-link" aria-label="Direct link to Reclaiming space and keeping your data lake storage costs in check" title="Direct link to Reclaiming space and keeping your data lake storage costs in check"></a></h3>
<p>Hudi provides different table management services to be able to manage your tables on the data lake. One of these services is called the <strong>Cleaner</strong>. As you write more data to your table, for every batch of updates received, Hudi can either generate a new version of the data file with updates applied to records (COPY_ON_WRITE) or write these delta updates to a log file, avoiding rewriting newer version of an existing file (MERGE_ON_READ). In such situations, depending on [...]
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="problem-statement">Problem Statement<a href="#problem-statement" class="hash-link" aria-label="Direct link to Problem Statement" title="Direct link to Problem Statement"></a></h3>
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While a stream processing pipeline does row-oriented processing, delivering a few seconds of processing latency, an incremental pipeline would apply the same principles to <em>columnar</em> data in the data lake,
delivering orders of magnitude improvements in processing efficiency within few minutes, on extremely scalable batch storage/compute infrastructure. This new stack would be able to effortlessly support regular batch processing for bulk reprocessing/backfilling as well.
Hudi was built as the manifestation of this vision, rooted in real, hard problems faced at <a href="https://eng.uber.com/uber-big-data-platform/" target="_blank" rel="noopener noreferrer">Uber</a> and later took a life of its own in the open source community. Together, we have been able to
diff --git a/content/blog/2021/07/26/Baixin-banksreal-time-data-lake-evolution-scheme-based-on-Apache-Hudi/index.html b/content/blog/2021/07/26/Baixin-banksreal-time-data-lake-evolution-scheme-based-on-Apache-Hudi/index.html
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Apache Hudi is often used in combination with kafka as a event stream where all events are transmitted according to a record schema.
In our case a Confluent schema registry is used to maintain the schema and as schema evolves, newer versions are updated in the schema registry.</p>
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="what-do-we-want-to-achieve">What do we want to achieve?<a href="#what-do-we-want-to-achieve" class="hash-link" aria-label="Direct link to What do we want to achieve?" title="Direct link to What do we want to achieve?"></a></h2>
diff --git a/content/blog/2021/08/18/improving-marker-mechanism/index.html b/content/blog/2021/08/18/improving-marker-mechanism/index.html
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very large writes. We demonstrate how we improve write performance with introduction of timeline-server-based markers.</p>
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="need-for-markers-during-write-operations">Need for Markers during Write Operations<a href="#need-for-markers-during-write-operations" class="hash-link" aria-label="Direct link to Need for Markers during Write Operations" title="Direct link to Need for Markers during Write Operations"></a></h2>
<p>A <strong>marker</strong> in Hudi, such as a marker file with a unique filename, is a label to indicate that a corresponding data file exists in storage, which then Hudi
diff --git a/content/blog/2021/08/18/virtual-keys/index.html b/content/blog/2021/08/18/virtual-keys/index.html
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Hudi adds per record metadata fields like <code>_hoodie_record_key</code>, <code>_hoodie_partition path</code>, <code>_hoodie_commit_time</code> which serves multiple purposes.
They assist in avoiding re-computing the record key, partition path during merges, compaction and other table operations
and also assists in supporting <a href="/blog/2021/07/21/streaming-data-lake-platform#readers">record-level</a> incremental queries (in comparison to other table formats, that merely track files).
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kind of table service called clustering to reorganize data for improved query performance without compromising on
ingestion speed. We learnt how to setup inline clustering. In this post, we will discuss what has changed since then and
see how asynchronous clustering can be setup using HoodieClusteringJob as well as DeltaStreamer utility.</p>
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As of today, to ingest data from S3 into Hudi, users leverage DFS source whose <a href="https://github.com/apache/hudi/blob/178767948e906f673d6d4a357c65c11bc574f619/hudi-utilities/src/main/java/org/apache/hudi/utilities/sources/helpers/DFSPathSelector.java" target="_blank" rel="noopener noreferrer">path selector</a> would identify the source files modified since the last checkpoint based on max modification time.
The problem with this approach is that modification time precision is upto seconds in S3. It maybe possible that there were many files (beyond what the configurable source limit allows) modifed in that second and some files might be skipped.
For more details, please refer to <a href="https://issues.apache.org/jira/browse/HUDI-1723" target="_blank" rel="noopener noreferrer">HUDI-1723</a>.
diff --git a/content/blog/2021/09/01/building-eb-level-data-lake-using-hudi-at-bytedance/index.html b/content/blog/2021/09/01/building-eb-level-data-lake-using-hudi-at-bytedance/index.html
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<p>This blog is a translated version of <a href="https://mp.weixin.qq.com/s/oZz_2HzPCWgzxwZO0nuDUQ" target="_blank" rel="noopener noreferrer">the same blog originally in Chinese/中文</a>. Here are the <a href="/assets/files/bytedance-hudi-slides-chinese-697ab94acf090a0dd627bec988d9cc74.pdf" target="_blank">original slides in Chinese/中文</a> and <a href="/assets/files/bytedance-hudi-slides-english-878d79120cd12b838418e1815b12d8d6.pdf" target="_blank">the translated slides in English</a>.</p>
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<p>Having had the good fortune of working on diverse database projects - an RDBMS (<a href="https://www.oracle.com/database/" target="_blank" rel="noopener noreferrer">Oracle</a>), a NoSQL key-value store (<a href="https://www.slideshare.net/vinothchandar/voldemort-prototype-to-production-nectar-edits" target="_blank" rel="noopener noreferrer">Voldemort</a>), a streaming database (<a href="https://www.confluent.io/blog/ksqldb-pull-queries-high-availability/" target="_blank" rel="noopener [...]
<p>First, let's set the record straight. RDBMS databases offer the richest set of transactional capabilities and the widest array of concurrency control <a href="https://dev.mysql.com/doc/refman/5.7/en/innodb-locking-transaction-model.html" target="_blank" rel="noopener noreferrer">mechanisms</a>. Different isolation levels, fine grained locking, deadlock detection/avoidance, and more are possible because they have to support row-level mutations and reads across many tables while en [...]
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="pitfalls-in-lake-concurrency-control">Pitfalls in Lake Concurrency Control<a href="#pitfalls-in-lake-concurrency-control" class="hash-link" aria-label="Direct link to Pitfalls in Lake Concurrency Control" title="Direct link to Pitfalls in Lake Concurrency Control"></a></h3>
diff --git a/content/blog/2021/12/20/New-features-from-Apache-Hudi-0.7.0-and-0.8.0-available-on-Amazon-EMR/index.html b/content/blog/2021/12/20/New-features-from-Apache-Hudi-0.7.0-and-0.8.0-available-on-Amazon-EMR/index.html
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+<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="background">Background<a href="#background" class="hash-link" aria-label="Direct link to Background" title="Direct link to Background"></a></h3>
<p>Amazon EMR team recently published a <a href="https://aws.amazon.com/blogs/big-data/new-features-from-apache-hudi-0-7-0-and-0-8-0-available-on-amazon-emr/" target="_blank" rel="noopener noreferrer">great article</a> show-casing how <a href="https://hudi.apache.org/docs/clustering" target="_blank" rel="noopener noreferrer">clustering</a> your data can improve your <em>query performance</em>.</p>
<p>To better understand what's going on and how it's related to space-filling curves, let's zoom in to the setup in that article:</p>
diff --git a/content/blog/2021/12/31/The-Art-of-Building-Open-Data-Lakes-with-Apache-Hudi-Kafka-Hive-and-Debezium/index.html b/content/blog/2021/12/31/The-Art-of-Building-Open-Data-Lakes-with-Apache-Hudi-Kafka-Hive-and-Debezium/index.html
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<img src="/assets/images/Hudi_community.png" alt="drawing" width="600">
<p><strong><em>Community</em></strong></p>
<p>I want to call out how amazing it is to see such a diverse group of people step up and contribute to this project. There were over 30,000 interactions with the <a href="https://github.com/apache/hudi/" target="_blank" rel="noopener noreferrer">project on github</a>, up 2x from last year. Over the last year 300 people have contributed to the project, with over 3,000 PRs over 5 releases. We moved Apache Hudi from release 0.5.X all the way to our feature packed 0.10.0 release. Come and j [...]
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index 924030928eb..fe003635274 100644
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<h2 class="anchor anchorWithStickyNavbar_LWe7" id="background">Background<a href="#background" class="hash-link" aria-label="Direct link to Background" title="Direct link to Background"></a></h2>
<img src="/assets/images/blog/data-network.png" alt="drawing" width="600">
<p>When you want to perform analytics on data from transactional databases like Postgres or Mysql you typically need to bring this data into an OLAP system such as a data warehouse or a data lake through a process called <a href="https://debezium.io/documentation/faq/#what_is_change_data_capture" target="_blank" rel="noopener noreferrer">Change Data Capture</a> (CDC). Debezium is a popular tool that makes CDC easy. It provides a way to capture row-level changes in your databases by <a hr [...]
diff --git a/content/blog/2022/01/18/Why-and-How-I-Integrated-Airbyte-and-Apache-Hudi/index.html b/content/blog/2022/01/18/Why-and-How-I-Integrated-Airbyte-and-Apache-Hudi/index.html
index 0de6d5f69ff..9226043f875 100644
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diff --git a/content/blog/2022/01/20/Hudi-powering-data-lake-efforts-at-Walmart-and-Disney-Hotstar/index.html b/content/blog/2022/01/20/Hudi-powering-data-lake-efforts-at-Walmart-and-Disney-Hotstar/index.html
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diff --git a/content/blog/2022/06/29/Apache-Hudi-vs-Delta-Lake-transparent-tpc-ds-lakehouse-performance-benchmarks/index.html b/content/blog/2022/06/29/Apache-Hudi-vs-Delta-Lake-transparent-tpc-ds-lakehouse-performance-benchmarks/index.html
index 1acf837011d..35189547040 100644
--- a/content/blog/2022/06/29/Apache-Hudi-vs-Delta-Lake-transparent-tpc-ds-lakehouse-performance-benchmarks/index.html
+++ b/content/blog/2022/06/29/Apache-Hudi-vs-Delta-Lake-transparent-tpc-ds-lakehouse-performance-benchmarks/index.html
@@ -19,10 +19,10 @@
<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"><link rel="stylesheet" href="/assets/css/styles.33528a4c.css">
-<script src="/assets/js/runtime~main.b0810960.js" defer="defer"></script>
-<script src="/assets/js/main.f02d4947.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.29b0ab1d.js" defer="defer"></script>
+<script src="/assets/js/main.88ca5e2f.js" defer="defer"></script>
</head>
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diff --git a/content/blog/2022/07/11/build-open-lakehouse-using-apache-hudi-and-dbt/index.html b/content/blog/2022/07/11/build-open-lakehouse-using-apache-hudi-and-dbt/index.html
index 3da2021d4fa..51da021e764 100644
--- a/content/blog/2022/07/11/build-open-lakehouse-using-apache-hudi-and-dbt/index.html
+++ b/content/blog/2022/07/11/build-open-lakehouse-using-apache-hudi-and-dbt/index.html
@@ -19,11 +19,11 @@
<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"><link rel="stylesheet" href="/assets/css/styles.33528a4c.css">
-<script src="/assets/js/runtime~main.b0810960.js" defer="defer"></script>
-<script src="/assets/js/main.f02d4947.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.29b0ab1d.js" defer="defer"></script>
+<script src="/assets/js/main.88ca5e2f.js" defer="defer"></script>
</head>
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-<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
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<p><img decoding="async" loading="lazy" alt="/assets/images/blog/hudi_dbt_lakehouse.png" src="/assets/images/hudi_dbt_lakehouse-14b1cb2c180ecb95dc78e3b4c44a6301.png" width="1200" height="600" class="img_ev3q"></p>
<p>Let's first clarify a few terminologies used in this blog before we dive into the details.</p>
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="what-is-apache-hudi">What is Apache Hudi?<a href="#what-is-apache-hudi" class="hash-link" aria-label="Direct link to What is Apache Hudi?" title="Direct link to What is Apache Hudi?"></a></h2>
diff --git a/content/blog/2022/08/09/How-NerdWallet-uses-AWS-and-Apache-Hudi-to-build-a-serverless-real-time-analytics-platform/index.html b/content/blog/2022/08/09/How-NerdWallet-uses-AWS-and-Apache-Hudi-to-build-a-serverless-real-time-analytics-platform/index.html
index 3590d956a8d..3ecf03f6e3c 100644
--- a/content/blog/2022/08/09/How-NerdWallet-uses-AWS-and-Apache-Hudi-to-build-a-serverless-real-time-analytics-platform/index.html
+++ b/content/blog/2022/08/09/How-NerdWallet-uses-AWS-and-Apache-Hudi-to-build-a-serverless-real-time-analytics-platform/index.html
@@ -19,10 +19,10 @@
<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"><link rel="stylesheet" href="/assets/css/styles.33528a4c.css">
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+<script src="/assets/js/runtime~main.29b0ab1d.js" defer="defer"></script>
+<script src="/assets/js/main.88ca5e2f.js" defer="defer"></script>
</head>
<body class="navigation-with-keyboard">
-<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
+<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
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diff --git a/content/blog/2022/08/12/Use-Flink-Hudi-to-Build-a-Streaming-Data-Lake-Platform/index.html b/content/blog/2022/08/12/Use-Flink-Hudi-to-Build-a-Streaming-Data-Lake-Platform/index.html
index e5e56cd801d..a9dc2719b54 100644
--- a/content/blog/2022/08/12/Use-Flink-Hudi-to-Build-a-Streaming-Data-Lake-Platform/index.html
+++ b/content/blog/2022/08/12/Use-Flink-Hudi-to-Build-a-Streaming-Data-Lake-Platform/index.html
@@ -19,10 +19,10 @@
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+<script src="/assets/js/runtime~main.29b0ab1d.js" defer="defer"></script>
+<script src="/assets/js/main.88ca5e2f.js" defer="defer"></script>
</head>
<body class="navigation-with-keyboard">
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+<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
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diff --git a/content/blog/2022/08/24/Implementation-of-SCD-2-with-Apache-Hudi-and-Spark/index.html b/content/blog/2022/08/24/Implementation-of-SCD-2-with-Apache-Hudi-and-Spark/index.html
index 65251331893..30e53912360 100644
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@@ -19,10 +19,10 @@
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Comfortaa|Ubuntu|Roboto|Source+Code+Pro">
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-<script src="/assets/js/runtime~main.b0810960.js" defer="defer"></script>
-<script src="/assets/js/main.f02d4947.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.29b0ab1d.js" defer="defer"></script>
+<script src="/assets/js/main.88ca5e2f.js" defer="defer"></script>
</head>
<body class="navigation-with-keyboard">
-<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
+<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
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diff --git a/content/blog/2022/08/25/Data-Lake-Lakehouse-Guide-Powered-by-Data-Lake-Table-Formats-Delta-Lake-Iceberg-Hudi/index.html b/content/blog/2022/08/25/Data-Lake-Lakehouse-Guide-Powered-by-Data-Lake-Table-Formats-Delta-Lake-Iceberg-Hudi/index.html
index 797271455e5..635282f2a60 100644
--- a/content/blog/2022/08/25/Data-Lake-Lakehouse-Guide-Powered-by-Data-Lake-Table-Formats-Delta-Lake-Iceberg-Hudi/index.html
+++ b/content/blog/2022/08/25/Data-Lake-Lakehouse-Guide-Powered-by-Data-Lake-Table-Formats-Delta-Lake-Iceberg-Hudi/index.html
@@ -19,10 +19,10 @@
<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"><link rel="stylesheet" href="/assets/css/styles.33528a4c.css">
-<script src="/assets/js/runtime~main.b0810960.js" defer="defer"></script>
-<script src="/assets/js/main.f02d4947.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.29b0ab1d.js" defer="defer"></script>
+<script src="/assets/js/main.88ca5e2f.js" defer="defer"></script>
</head>
<body class="navigation-with-keyboard">
-<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
+<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
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diff --git a/content/blog/2022/09/20/Building-Streaming-Data-Lakes-with-Hudi-and-MinIO/index.html b/content/blog/2022/09/20/Building-Streaming-Data-Lakes-with-Hudi-and-MinIO/index.html
index f95c4c90983..6d1c5aba86e 100644
--- a/content/blog/2022/09/20/Building-Streaming-Data-Lakes-with-Hudi-and-MinIO/index.html
+++ b/content/blog/2022/09/20/Building-Streaming-Data-Lakes-with-Hudi-and-MinIO/index.html
@@ -19,10 +19,10 @@
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-<script src="/assets/js/main.f02d4947.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.29b0ab1d.js" defer="defer"></script>
+<script src="/assets/js/main.88ca5e2f.js" defer="defer"></script>
</head>
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+<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();t(null!==e?e:"light")}(),function(){try{const a=new URLSearchParams(window.location.search).entries();for(var[t,e]of a)if(t.startsWith("docusaurus-data-")){var n=t.replace("docusaurus-data-","data-");document.documentEle [...]
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diff --git a/content/blog/2022/09/28/Data-processing-with-Spark-time-traveling/index.html b/content/blog/2022/09/28/Data-processing-with-Spark-time-traveling/index.html
index b936ff07763..57127f1ecfe 100644
--- a/content/blog/2022/09/28/Data-processing-with-Spark-time-traveling/index.html
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@@ -19,10 +19,10 @@
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Comfortaa|Ubuntu|Roboto|Source+Code+Pro">
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+<script src="/assets/js/main.88ca5e2f.js" defer="defer"></script>
</head>
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diff --git a/content/blog/2022/10/06/Ingest-streaming-data-to-Apache-Hudi-using-AWS-Glue-and-DeltaStreamer/index.html b/content/blog/2022/10/06/Ingest-streaming-data-to-Apache-Hudi-using-AWS-Glue-and-DeltaStreamer/index.html
index 031a298d66b..208c5f07665 100644
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@@ -19,10 +19,10 @@
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</head>
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diff --git a/content/blog/2022/10/08/what-why-and-how-apache-hudis-bloom-index/index.html b/content/blog/2022/10/08/what-why-and-how-apache-hudis-bloom-index/index.html
index 4f0e35871b4..0f0bda1e1c8 100644
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diff --git a/content/blog/2022/11/22/Build-your-Apache-Hudi-data-lake-on-AWS-using-Amazon-EMR-Part-1/index.html b/content/blog/2022/11/22/Build-your-Apache-Hudi-data-lake-on-AWS-using-Amazon-EMR-Part-1/index.html
index c2cdfc75181..1969978109e 100644
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diff --git a/content/blog/2022/12/01/Run-apache-hudi-at-scale-on-aws/index.html b/content/blog/2022/12/01/Run-apache-hudi-at-scale-on-aws/index.html
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diff --git a/content/blog/2022/12/19/Build-Your-First-Hudi-Lakehouse-with-AWS-Glue-and-AWS-S3/index.html b/content/blog/2022/12/19/Build-Your-First-Hudi-Lakehouse-with-AWS-Glue-and-AWS-S3/index.html
index 76747290a10..719b1cd21d4 100644
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<p>Soumil Shah is a Hudi community champion building <a href="https://www.youtube.com/@SoumilShah/playlists" target="_blank" rel="noopener noreferrer">YouTube content</a> so developers can easily get started incorporating a lakehouse into their data infrastructure. In this <a href="https://www.youtube.com/watch?v=5zF4jc_3rFs&list=PLL2hlSFBmWwwbMpcyMjYuRn8cN99gFSY6" target="_blank" rel="noopener noreferrer">video</a>, Soumil shows you how to get started with AWS Glue, AWS S3, Hudi and [...]
<p>In this tutorial, you’ll learn how to:</p>
<ul>
diff --git a/content/blog/2022/12/29/Apache-Hudi-2022-A-Year-In-Review/index.html b/content/blog/2022/12/29/Apache-Hudi-2022-A-Year-In-Review/index.html
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<h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-hudi-momentum">Apache Hudi Momentum<a href="#apache-hudi-momentum" class="hash-link" aria-label="Direct link to Apache Hudi Momentum" title="Direct link to Apache Hudi Momentum"></a></h2>
<p>As we wrap up 2022 I want to take the opportunity to reflect on and highlight the incredible progress of the Apache Hudi
project and most importantly, the community. First and foremost, I want to thank all of the contributors who have made
diff --git a/content/blog/2023/01/11/Apache-Hudi-vs-Delta-Lake-vs-Apache-Iceberg-Lakehouse-Feature-Comparison/index.html b/content/blog/2023/01/11/Apache-Hudi-vs-Delta-Lake-vs-Apache-Iceberg-Lakehouse-Feature-Comparison/index.html
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index f8611950773..7188c098033 100644
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+++ b/content/blog/2023/01/27/Introducing-native-support-for-Apache-Hudi-Delta-Lake-Apache-Iceberg-on-AWS-Glue-for-Apache-Spark/index.html
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diff --git a/content/blog/2023/02/07/automate-schema-evolution-at-scale-with-apache-hudi-in-aws-glue/index.html b/content/blog/2023/02/07/automate-schema-evolution-at-scale-with-apache-hudi-in-aws-glue/index.html
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diff --git a/content/blog/2023/03/20/Introducing-native-support-for-Apache Hudi-Delta-Lake-and-Apache-Iceberg-on-AWS-Glue-for-Apache-Spark-Part-2-AWS-Glue-Studio-Visual-Editor/index.html b/content/blog/2023/03/20/Introducing-native-support-for-Apache Hudi-Delta-Lake-and-Apache-Iceberg-on-AWS-Glue-for-Apache-Spark-Part-2-AWS-Glue-Studio-Visual-Editor/index.html
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<p>Index is a critical component that facilitates quick updates and deletes for Hudi writers, and it plays a pivotal
role in boosting query executions as well. Hudi provides several index types, including the Bloom and Simple indexes with global
variations, the HBase Index that leverages a HBase server, the hash-based Bucket index, and the multi-modal index
diff --git a/content/blog/2023/11/13/Apache-Hudi-From-Zero-To-One-blog-6/index.html b/content/blog/2023/11/13/Apache-Hudi-From-Zero-To-One-blog-6/index.html
index faa873f7d0b..56c9c305c7b 100644
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diff --git a/content/blog/2023/11/19/Hudi-Streamer-DeltaStreamer-Hands-On-Guide-Local-Ingestion-from-Parquet-Source/index.html b/content/blog/2023/11/19/Hudi-Streamer-DeltaStreamer-Hands-On-Guide-Local-Ingestion-from-Parquet-Source/index.html
index 9fa8db34265..8c38ddd67f1 100644
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index dee1aee566c..80a8c171a40 100644
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diff --git a/content/blog/2023/11/26/Real-Time-Data-Processing-with-Postgres-Debezium-Kafka-Schema-Registry-and-DeltaStreamer-Guide-for-Begineers/index.html b/content/blog/2023/11/26/Real-Time-Data-Processing-with-Postgres-Debezium-Kafka-Schema-Registry-and-DeltaStreamer-Guide-for-Begineers/index.html
index a1570b7251f..48bb0e00ffb 100644
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diff --git a/content/blog/2023/11/28/Apache-Hudi-Part-1-History-Getting-Started/index.html b/content/blog/2023/11/28/Apache-Hudi-Part-1-History-Getting-Started/index.html
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<p>In the warm glow of the holiday season, I am delighted to convey a message of deep appreciation on behalf of the
Hudi Project Management Committee (PMC) to all the contributors and users in the community who made 2023 an
extraordinary year for Hudi.</p>
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<p><img decoding="async" loading="lazy" alt="/assets/images/blog/dlh_new.png" src="/assets/images/dlh_new-ae34f6d692de93292db9eb4e19690670.png" width="2323" height="1259" class="img_ev3q">
</p><p align="center">Figure: Data Lakehouse Architecture</p><p></p>
<p>The lakehouse architecture supports the management of various data types, such as structured, semi-structured, and unstructured, and caters to a wide range of use cases, including business intelligence, machine learning, and real-time streaming. This flexibility enables businesses to move away from the traditional two-tier architecture—using warehouses for relational workloads and data lakes for machine learning and advanced analytics. As a result, organizations can reduce operational [...]
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<p>In data management, two concepts have garnered significant attention: data lakes and change data capture (CDC).</p>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="data-lake">Data Lake<a href="#data-lake" class="hash-link" aria-label="Direct link to Data Lake" title="Direct link to Data Lake"></a></h3>
<p>Data lakes serve as vast repositories that store raw data in its native format until needed for analytics.</p>
diff --git a/content/blog/2024/07/31/hudi-file-formats/index.html b/content/blog/2024/07/31/hudi-file-formats/index.html
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<p>Apache Hudi emerges as a game-changer in the big data ecosystem by transforming data lakes into transactional hubs. Unlike traditional data lakes which struggle with updates and deletes, Hudi empowers users with functionalities like data ingestion, streaming updates (upserts), and even deletions. This allows for efficient incremental processing, keeping your data pipelines agile and data fresh for real-time analytics. Hudi seamlessly integrates with existing storage solutions and boas [...]
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="how-does-data-storage-work-in-apache-hudi">How does data storage work in Apache Hudi<a href="#how-does-data-storage-work-in-apache-hudi" class="hash-link" aria-label="Direct link to How does data storage work in Apache Hudi" title="Direct link to How does data storage work in Apache Hudi"></a></h2>
<p><img decoding="async" loading="lazy" src="https://miro.medium.com/v2/resize:fit:600/format:webp/0*_NFdQLaRGiqDuK3V.png" alt="Hudi COW MOR" class="img_ev3q"></p>
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