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Posted to commits@seatunnel.apache.org by gi...@apache.org on 2022/02/18 08:37:48 UTC
[incubator-seatunnel-website] branch asf-site updated: deploy: e03a9be9b20bf9fd9121425f480551b633f5bcd3
This is an automated email from the ASF dual-hosted git repository.
github-bot pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/incubator-seatunnel-website.git
The following commit(s) were added to refs/heads/asf-site by this push:
new 5ad6959 deploy: e03a9be9b20bf9fd9121425f480551b633f5bcd3
5ad6959 is described below
commit 5ad6959bdea5f3741939bcef2cf058a57aa6ced5
Author: CalvinKirs <Ca...@users.noreply.github.com>
AuthorDate: Fri Feb 18 08:37:25 2022 +0000
deploy: e03a9be9b20bf9fd9121425f480551b633f5bcd3
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316 files changed, 1365 insertions(+), 845 deletions(-)
diff --git a/404.html b/404.html
index 6548060..a05e671 100644
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+<link rel="alternate" type="application/atom+xml" href="/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">SeaTunnel 在唯品会的实践 | Apache SeaTunnel</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org/blog/SeaTunnel 在唯品会的实践"><meta data-react-helmet="true" name="docusaurus_locale" content="en"><meta data-react-helmet="true" name="docusaurus_ [...]
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+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正确传输和识别 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p></div><footer class="row docusaurus-mt-lg blogPostDetailsFull_h6_j"><div class="col"><b>Tags:</b><ul [...]
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+ <img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/image/incubator-logo.svg">
+ <p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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<entry>
+ <title type="html"><![CDATA[SeaTunnel 在唯品会的实践]]></title>
+ <id>SeaTunnel 在唯品会的实践</id>
+ <link href="https://seatunnel.apache.org/blog/SeaTunnel 在唯品会的实践"/>
+ <updated>2022-02-18T00:00:00.000Z</updated>
+ <summary type="html"><![CDATA[分享嘉宾：唯品会 资深大数据工程师 王玉]]></summary>
+ <content type="html"><![CDATA[<p>分享嘉宾：唯品会 资深大数据工程师 王玉
+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正确传输和识别 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p>]]></content>
+ <category label="唯品会" term="唯品会"/>
+ <category label="ClickHouse" term="ClickHouse"/>
+ </entry>
+ <entry>
<title type="html"><![CDATA[如何快速地把 HDFS 中的数据导入 ClickHouse]]></title>
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+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正确传输和识别 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_XVD_ padding [...]
<!-- --> <!-- --> <!-- -->二、可以做实时的聚合，例如实时计算每天每个商品的销售总额；<br>
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以上几点如果使用SparkStreaming来实现可能会比较麻烦或者说是很难实现，但是使用StructuredStreaming实现起来会比较轻松。</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="如何使用structuredstreaming">如何使用StructuredStreaming<a class="hash-link" href="#如何使用structuredstreaming" title="Direct link to heading"></a></h3><p>可能你没有详细研究过StructuredStreaming，但是发现StructuredStreaming能很好的解决你的需求，如何快速利用StructuredStreaming来解决你的需求？目前社区有一款工具 <strong>Seatunnel</strong>，项目地址：<a href="https://github.com/apache/incubator-seatunnel" target="_blank" rel="no [...]
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<title>Apache SeaTunnel Blog</title>
<link>https://seatunnel.apache.org/blog</link>
<description>Apache SeaTunnel Blog</description>
- <lastBuildDate>Thu, 30 Dec 2021 00:00:00 GMT</lastBuildDate>
+ <lastBuildDate>Fri, 18 Feb 2022 00:00:00 GMT</lastBuildDate>
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+ <title><![CDATA[SeaTunnel 在唯品会的实践]]></title>
+ <link>https://seatunnel.apache.org/blog/SeaTunnel 在唯品会的实践</link>
+ <guid>SeaTunnel 在唯品会的实践</guid>
+ <pubDate>Fri, 18 Feb 2022 00:00:00 GMT</pubDate>
+ <description><![CDATA[分享嘉宾：唯品会 资深大数据工程师 王玉]]></description>
+ <content:encoded><![CDATA[<p>分享嘉宾：唯品会 资深大数据工程师 王玉
+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正确传输和识别 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p>]]></content:encoded>
+ <category>唯品会</category>
+ <category>ClickHouse</category>
+ </item>
+ <item>
<title><![CDATA[如何快速地把 HDFS 中的数据导入 ClickHouse]]></title>
<link>https://seatunnel.apache.org/blog/hdfs-to-clickhouse</link>
<guid>hdfs-to-clickhouse</guid>
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<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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<!-- --> <!-- --> <!-- -->二、可以做实时的聚合，例如实时计算每天每个商品的销售总额；<br>
<!-- --> <!-- --> <!-- -->三、可以做流与流之间的关联，例如计算广告的点击率，需要将广告的曝光记录和点击记录关联。<br>
以上几点如果使用SparkStreaming来实现可能会比较麻烦或者说是很难实现，但是使用StructuredStreaming实现起来会比较轻松。</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="如何使用structuredstreaming">如何使用StructuredStreaming<a class="hash-link" href="#如何使用structuredstreaming" title="Direct link to heading"></a></h3><p>可能你没有详细研究过StructuredStreaming，但是发现StructuredStreaming能很好的解决你的需求，如何快速利用StructuredStreaming来解决你的需求？目前社区有一款工具 <strong>Seatunnel</strong>，项目地址：<a href="https://github.com/apache/incubator-seatunnel" target="_blank" rel="no [...]
@@ -34,7 +34,7 @@
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diff --git a/blog/tags/click-house/index.html b/blog/tags/click-house/index.html
index 10e025b..1a63157 100644
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+<div role="region"><a href="#" class="skipToContent_ZgBM">Skip to main content</a></div><nav class="navbar navbar--fixed-top"><div class="navbar__inner"><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>< [...]
+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正确传输和识别 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_XVD_ [...]
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<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
@@ -23,7 +23,7 @@
<a href="https://github.com/apache/incubator-seatunnel" target="_blank" title="GitHub" style="margin-left: 20px;"><svg t="1644553223000" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="6156" width="23" height="23"><path d="M512 12.64c-282.752 0-512 229.216-512 512 0 226.208 146.72 418.144 350.144 485.824 25.6 4.736 35.008-11.104 35.008-24.64 0-12.192-0.48-52.544-0.704-95.328-142.464 30.976-172.512-60.416-172.512-60.416-23.29 [...]
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diff --git a/blog/tags/spark/index.html b/blog/tags/spark/index.html
index dc0325e..8f7f750 100644
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<!-- --> <!-- --> <!-- -->二、可以做实时的聚合，例如实时计算每天每个商品的销售总额；<br>
<!-- --> <!-- --> <!-- -->三、可以做流与流之间的关联，例如计算广告的点击率，需要将广告的曝光记录和点击记录关联。<br>
以上几点如果使用SparkStreaming来实现可能会比较麻烦或者说是很难实现，但是使用StructuredStreaming实现起来会比较轻松。</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="如何使用structuredstreaming">如何使用StructuredStreaming<a class="hash-link" href="#如何使用structuredstreaming" title="Direct link to heading"></a></h3><p>可能你没有详细研究过StructuredStreaming，但是发现StructuredStreaming能很好的解决你的需求，如何快速利用StructuredStreaming来解决你的需求？目前社区有一款工具 <strong>Seatunnel</strong>，项目地址：<a href="https://github.com/apache/incubator-seatunnel" target="_blank" rel="no [...]
@@ -34,7 +34,7 @@
<a href="https://github.com/apache/incubator-seatunnel" target="_blank" title="GitHub" style="margin-left: 20px;"><svg t="1644553223000" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="6156" width="23" height="23"><path d="M512 12.64c-282.752 0-512 229.216-512 512 0 226.208 146.72 418.144 350.144 485.824 25.6 4.736 35.008-11.104 35.008-24.64 0-12.192-0.48-52.544-0.704-95.328-142.464 30.976-172.512-60.416-172.512-60.416-23.29 [...]
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diff --git a/blog/tags/structured-streaming/index.html b/blog/tags/structured-streaming/index.html
index 056db21..0a0bf85 100644
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+<div role="region"><a href="#" class="skipToContent_ZgBM">Skip to main content</a></div><nav class="navbar navbar--fixed-top"><div class="navbar__inner"><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>< [...]
<!-- --> <!-- --> <!-- -->二、可以做实时的聚合，例如实时计算每天每个商品的销售总额；<br>
<!-- --> <!-- --> <!-- -->三、可以做流与流之间的关联，例如计算广告的点击率，需要将广告的曝光记录和点击记录关联。<br>
以上几点如果使用SparkStreaming来实现可能会比较麻烦或者说是很难实现，但是使用StructuredStreaming实现起来会比较轻松。</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="如何使用structuredstreaming">如何使用StructuredStreaming<a class="hash-link" href="#如何使用structuredstreaming" title="Direct link to heading"></a></h3><p>可能你没有详细研究过StructuredStreaming，但是发现StructuredStreaming能很好的解决你的需求，如何快速利用StructuredStreaming来解决你的需求？目前社区有一款工具 <strong>Seatunnel</strong>，项目地址：<a href="https://github.com/apache/incubator-seatunnel" target="_blank" rel="no [...]
@@ -34,7 +34,7 @@
<a href="https://github.com/apache/incubator-seatunnel" target="_blank" title="GitHub" style="margin-left: 20px;"><svg t="1644553223000" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="6156" width="23" height="23"><path d="M512 12.64c-282.752 0-512 229.216-512 512 0 226.208 146.72 418.144 350.144 485.824 25.6 4.736 35.008-11.104 35.008-24.64 0-12.192-0.48-52.544-0.704-95.328-142.464 30.976-172.512-60.416-172.512-60.416-23.29 [...]
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diff --git a/blog/tags/ti-db/index.html b/blog/tags/ti-db/index.html
index 4eea7bd..98cacec 100644
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<meta name="generator" content="Docusaurus v2.0.0-beta.15">
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<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
@@ -23,7 +23,7 @@
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+<link rel="alternate" type="application/atom+xml" href="/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">One post tagged with "唯品会" | Apache SeaTunnel</title><meta data-react-helmet="true" property="og:title" content="One post tagged with "唯品会" | Apache SeaTunnel"><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org/blog/ [...]
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+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正确传输和识别 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_XVD_ [...]
+ <div style="margin-top: 20px;background: #f4f8fa">
+ <img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/image/incubator-logo.svg">
+ <p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
+ <div style="border-top: 1px solid #ccc;min-height: 60px;line-height: 20px;text-align: center;font-family: Avenir-Medium;font-size: 14px;color: #999;display: flex;align-items: center;"><span>Copyright © 2021-2022 The Apache Software Foundation. Apache SeaTunnel, SeaTunnel, and its feather logo are trademarks of The Apache Software Foundation.</span></div>
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<link rel="alternate" type="application/atom+xml" href="/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">Become Apache SeaTunnel Committer | Apache SeaTunnel</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org/community/contribution_guide/committer"><meta data-react-helmet="true" name="docusaurus_locale" content="en"><meta data-react [...]
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@@ -36,7 +36,7 @@ Before sending the invitation, the PPMC <a href="http://www.apache.org/dev/PPMC.
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<meta name="generator" content="Docusaurus v2.0.0-beta.15">
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<link rel="alternate" type="application/atom+xml" href="/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">Participate in Contributing | Apache SeaTunnel</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org/community/contribution_guide/contribute"><meta data-react-helmet="true" name="docusaurus_locale" content="en"><meta data-react-helm [...]
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@@ -159,7 +159,7 @@ to ask on the <code>dev@seatunnel.apache.org</code> list as well and/or ask comm
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<link rel="alternate" type="application/atom+xml" href="/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">Subscribe Mailing Lists | Apache SeaTunnel</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org/community/contribution_guide/subscribe"><meta data-react-helmet="true" name="docusaurus_locale" content="en"><meta data-react-helmet="t [...]
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<link rel="alternate" type="application/atom+xml" href="/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">Documentation Notice | Apache SeaTunnel</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org/community/submit_guide/document"><meta data-react-helmet="true" name="docusaurus_locale" content="en"><meta data-react-helmet="true" name= [...]
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@@ -25,7 +25,7 @@ Located in <code>src/pages/team</code></p><div class="codeBlockContainer_I0IT th
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<link rel="alternate" type="application/atom+xml" href="/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">License Notice | Apache SeaTunnel</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org/community/submit_guide/license"><meta data-react-helmet="true" name="docusaurus_locale" content="en"><meta data-react-helmet="true" name="docusa [...]
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diff --git a/docs/flink/configuration/sink-plugins/InfluxDb/index.html b/docs/flink/configuration/sink-plugins/InfluxDb/index.html
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diff --git a/docs/introduction/index.html b/docs/introduction/index.html
index fd10bf9..4017aca 100644
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diff --git a/docs/spark/commands/start-seatunnel-spark.sh/index.html b/docs/spark/commands/start-seatunnel-spark.sh/index.html
index 0b756be..63d9c48 100644
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diff --git a/docs/spark/configuration/ConfigExamples/index.html b/docs/spark/configuration/ConfigExamples/index.html
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diff --git a/docs/spark/configuration/source-plugins/Tidb/index.html b/docs/spark/configuration/source-plugins/Tidb/index.html
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diff --git a/docs/spark/configuration/source-plugins/neo4j/index.html b/docs/spark/configuration/source-plugins/neo4j/index.html
index 4008027..a3448dd 100644
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diff --git a/docs/spark/configuration/source-plugins/source-plugin/index.html b/docs/spark/configuration/source-plugins/source-plugin/index.html
index 5353dd0..8a54717 100644
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diff --git a/docs/spark/configuration/transform-plugins/Json/index.html b/docs/spark/configuration/transform-plugins/Json/index.html
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+<!doctype html>
+<html lang="zh-CN" dir="ltr">
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+<meta charset="UTF-8">
+<meta name="viewport" content="width=device-width,initial-scale=1">
+<meta name="generator" content="Docusaurus v2.0.0-beta.15">
+<link rel="alternate" type="application/rss+xml" href="/zh-CN/blog/rss.xml" title="Apache SeaTunnel RSS Feed">
+<link rel="alternate" type="application/atom+xml" href="/zh-CN/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">SeaTunnel 在唯品会的实践 | Apache SeaTunnel</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org/zh-CN/blog/SeaTunnel 在唯品会的实践"><meta data-react-helmet="true" name="docusaurus_locale" content="zh-CN"><meta data-react-helmet="true" na [...]
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+<div role="region"><a href="#" class="skipToContent_ZgBM">Skip to main content</a></div><nav class="navbar navbar--fixed-top"><div class="navbar__inner"><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>< [...]
+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/zh-CN/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/zh-CN/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/zh-CN/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/zh-CN/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/zh-CN/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/zh-CN/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/zh-CN/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/zh-CN/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/zh-CN/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/zh-CN/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/zh-CN/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/zh-CN/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/zh-CN/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/zh-CN/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/zh-CN/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/zh-CN/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p></div><footer class="row docusaurus-mt-lg blogPostDetailsFull_h6_j"><div class="col"><b>Tags:</b><ul [...]
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+ <title type="html"><![CDATA[SeaTunnel 在唯品会的实践]]></title>
+ <id>SeaTunnel 在唯品会的实践</id>
+ <link href="https://seatunnel.apache.org/zh-CN/blog/SeaTunnel 在唯品会的实践"/>
+ <updated>2022-02-18T00:00:00.000Z</updated>
+ <summary type="html"><![CDATA[分享嘉宾：唯品会 资深大数据工程师 王玉]]></summary>
+ <content type="html"><![CDATA[<p>分享嘉宾：唯品会 资深大数据工程师 王玉
+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/zh-CN/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/zh-CN/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/zh-CN/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/zh-CN/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/zh-CN/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/zh-CN/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/zh-CN/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/zh-CN/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/zh-CN/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/zh-CN/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/zh-CN/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/zh-CN/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/zh-CN/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/zh-CN/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/zh-CN/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/zh-CN/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p>]]></content>
+ <category label="唯品会" term="唯品会"/>
+ <category label="ClickHouse" term="ClickHouse"/>
+ </entry>
+ <entry>
<title type="html"><![CDATA[如何快速地把 HDFS 中的数据导入 ClickHouse]]></title>
<id>hdfs-to-clickhouse</id>
<link href="https://seatunnel.apache.org/zh-CN/blog/hdfs-to-clickhouse"/>
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<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/zh-CN/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/zh-CN/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/zh-CN/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/zh-CN/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/zh-CN/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/zh-CN/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/zh-CN/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/zh-CN/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/zh-CN/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/zh-CN/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/zh-CN/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/zh-CN/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/zh-CN/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/zh-CN/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/zh-CN/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/zh-CN/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_XVD_ padding [...]
<!-- --> <!-- --> <!-- -->二、可以做实时的聚合，例如实时计算每天每个商品的销售总额；<br>
<!-- --> <!-- --> <!-- -->三、可以做流与流之间的关联，例如计算广告的点击率，需要将广告的曝光记录和点击记录关联。<br>
以上几点如果使用SparkStreaming来实现可能会比较麻烦或者说是很难实现，但是使用StructuredStreaming实现起来会比较轻松。</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="如何使用structuredstreaming">如何使用StructuredStreaming<a class="hash-link" href="#如何使用structuredstreaming" title="Direct link to heading"></a></h3><p>可能你没有详细研究过StructuredStreaming，但是发现StructuredStreaming能很好的解决你的需求，如何快速利用StructuredStreaming来解决你的需求？目前社区有一款工具 <strong>Seatunnel</strong>，项目地址：<a href="https://github.com/apache/incubator-seatunnel" target="_blank" rel="no [...]
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+ <title><![CDATA[SeaTunnel 在唯品会的实践]]></title>
+ <link>https://seatunnel.apache.org/zh-CN/blog/SeaTunnel 在唯品会的实践</link>
+ <guid>SeaTunnel 在唯品会的实践</guid>
+ <pubDate>Fri, 18 Feb 2022 00:00:00 GMT</pubDate>
+ <description><![CDATA[分享嘉宾：唯品会 资深大数据工程师 王玉]]></description>
+ <content:encoded><![CDATA[<p>分享嘉宾：唯品会 资深大数据工程师 王玉
+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/zh-CN/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/zh-CN/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/zh-CN/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/zh-CN/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/zh-CN/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/zh-CN/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/zh-CN/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/zh-CN/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/zh-CN/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/zh-CN/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/zh-CN/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/zh-CN/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/zh-CN/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/zh-CN/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/zh-CN/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/zh-CN/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p>]]></content:encoded>
+ <category>唯品会</category>
+ <category>ClickHouse</category>
+ </item>
+ <item>
<title><![CDATA[如何快速地把 HDFS 中的数据导入 ClickHouse]]></title>
<link>https://seatunnel.apache.org/zh-CN/blog/hdfs-to-clickhouse</link>
<guid>hdfs-to-clickhouse</guid>
diff --git a/zh-CN/blog/spark-execute-elasticsearch/index.html b/zh-CN/blog/spark-execute-elasticsearch/index.html
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<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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<link rel="alternate" type="application/atom+xml" href="/zh-CN/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">如何支持的 Spark StructuredStreaming | Apache SeaTunnel</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org/zh-CN/blog/spark-structured-streaming"><meta data-react-helmet="true" name="docusaurus_locale" content="zh-CN"><meta data [...]
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<!-- --> <!-- --> <!-- -->二、可以做实时的聚合，例如实时计算每天每个商品的销售总额；<br>
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以上几点如果使用SparkStreaming来实现可能会比较麻烦或者说是很难实现，但是使用StructuredStreaming实现起来会比较轻松。</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="如何使用structuredstreaming">如何使用StructuredStreaming<a class="hash-link" href="#如何使用structuredstreaming" title="Direct link to heading"></a></h3><p>可能你没有详细研究过StructuredStreaming，但是发现StructuredStreaming能很好的解决你的需求，如何快速利用StructuredStreaming来解决你的需求？目前社区有一款工具 <strong>Seatunnel</strong>，项目地址：<a href="https://github.com/apache/incubator-seatunnel" target="_blank" rel="no [...]
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<link rel="alternate" type="application/atom+xml" href="/zh-CN/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">One post tagged with "ClickHouse" | Apache SeaTunnel</title><meta data-react-helmet="true" property="og:title" content="One post tagged with "ClickHouse" | Apache SeaTunnel"><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatun [...]
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+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/zh-CN/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/zh-CN/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/zh-CN/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/zh-CN/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/zh-CN/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/zh-CN/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/zh-CN/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/zh-CN/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/zh-CN/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/zh-CN/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/zh-CN/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/zh-CN/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/zh-CN/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/zh-CN/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/zh-CN/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/zh-CN/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_XVD_ [...]
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<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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@@ -22,7 +52,7 @@
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<link rel="alternate" type="application/atom+xml" href="/zh-CN/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">One post tagged with "Elasticsearch" | Apache SeaTunnel</title><meta data-react-helmet="true" property="og:title" content="One post tagged with "Elasticsearch" | Apache SeaTunnel"><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https:// [...]
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<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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@@ -22,7 +22,7 @@
<a href="https://github.com/apache/incubator-seatunnel" target="_blank" title="GitHub" style="margin-left: 20px;"><svg t="1644553223000" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="6156" width="23" height="23"><path d="M512 12.64c-282.752 0-512 229.216-512 512 0 226.208 146.72 418.144 350.144 485.824 25.6 4.736 35.008-11.104 35.008-24.64 0-12.192-0.48-52.544-0.704-95.328-142.464 30.976-172.512-60.416-172.512-60.416-23.29 [...]
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<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
<div style="border-top: 1px solid #ccc;min-height: 60px;line-height: 20px;text-align: center;font-family: Avenir-Medium;font-size: 14px;color: #999;display: flex;align-items: center;"><span>Copyright © 2021-2022 The Apache Software Foundation. Apache SeaTunnel, SeaTunnel, and its feather logo are trademarks of The Apache Software Foundation.</span></div>
@@ -22,7 +22,7 @@
<a href="https://github.com/apache/incubator-seatunnel" target="_blank" title="GitHub" style="margin-left: 20px;"><svg t="1644553223000" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="6156" width="23" height="23"><path d="M512 12.64c-282.752 0-512 229.216-512 512 0 226.208 146.72 418.144 350.144 485.824 25.6 4.736 35.008-11.104 35.008-24.64 0-12.192-0.48-52.544-0.704-95.328-142.464 30.976-172.512-60.416-172.512-60.416-23.29 [...]
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diff --git a/zh-CN/blog/tags/hive/index.html b/zh-CN/blog/tags/hive/index.html
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+<div role="region"><a href="#" class="skipToContent_ZgBM">Skip to main content</a></div><nav class="navbar navbar--fixed-top"><div class="navbar__inner"><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>< [...]
<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
<div style="border-top: 1px solid #ccc;min-height: 60px;line-height: 20px;text-align: center;font-family: Avenir-Medium;font-size: 14px;color: #999;display: flex;align-items: center;"><span>Copyright © 2021-2022 The Apache Software Foundation. Apache SeaTunnel, SeaTunnel, and its feather logo are trademarks of The Apache Software Foundation.</span></div>
@@ -22,7 +22,7 @@
<a href="https://github.com/apache/incubator-seatunnel" target="_blank" title="GitHub" style="margin-left: 20px;"><svg t="1644553223000" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="6156" width="23" height="23"><path d="M512 12.64c-282.752 0-512 229.216-512 512 0 226.208 146.72 418.144 350.144 485.824 25.6 4.736 35.008-11.104 35.008-24.64 0-12.192-0.48-52.544-0.704-95.328-142.464 30.976-172.512-60.416-172.512-60.416-23.29 [...]
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diff --git a/zh-CN/blog/tags/index.html b/zh-CN/blog/tags/index.html
index 4945d6d..513676a 100644
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<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
<div style="border-top: 1px solid #ccc;min-height: 60px;line-height: 20px;text-align: center;font-family: Avenir-Medium;font-size: 14px;color: #999;display: flex;align-items: center;"><span>Copyright © 2021-2022 The Apache Software Foundation. Apache SeaTunnel, SeaTunnel, and its feather logo are trademarks of The Apache Software Foundation.</span></div>
@@ -22,7 +22,7 @@
<a href="https://github.com/apache/incubator-seatunnel" target="_blank" title="GitHub" style="margin-left: 20px;"><svg t="1644553223000" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="6156" width="23" height="23"><path d="M512 12.64c-282.752 0-512 229.216-512 512 0 226.208 146.72 418.144 350.144 485.824 25.6 4.736 35.008-11.104 35.008-24.64 0-12.192-0.48-52.544-0.704-95.328-142.464 30.976-172.512-60.416-172.512-60.416-23.29 [...]
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diff --git a/zh-CN/blog/tags/kafka/index.html b/zh-CN/blog/tags/kafka/index.html
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+<div role="region"><a href="#" class="skipToContent_ZgBM">Skip to main content</a></div><nav class="navbar navbar--fixed-top"><div class="navbar__inner"><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>< [...]
<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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@@ -22,7 +22,7 @@
<a href="https://github.com/apache/incubator-seatunnel" target="_blank" title="GitHub" style="margin-left: 20px;"><svg t="1644553223000" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="6156" width="23" height="23"><path d="M512 12.64c-282.752 0-512 229.216-512 512 0 226.208 146.72 418.144 350.144 485.824 25.6 4.736 35.008-11.104 35.008-24.64 0-12.192-0.48-52.544-0.704-95.328-142.464 30.976-172.512-60.416-172.512-60.416-23.29 [...]
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<!-- --> <!-- --> <!-- -->二、可以做实时的聚合，例如实时计算每天每个商品的销售总额；<br>
<!-- --> <!-- --> <!-- -->三、可以做流与流之间的关联，例如计算广告的点击率，需要将广告的曝光记录和点击记录关联。<br>
以上几点如果使用SparkStreaming来实现可能会比较麻烦或者说是很难实现，但是使用StructuredStreaming实现起来会比较轻松。</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="如何使用structuredstreaming">如何使用StructuredStreaming<a class="hash-link" href="#如何使用structuredstreaming" title="Direct link to heading"></a></h3><p>可能你没有详细研究过StructuredStreaming，但是发现StructuredStreaming能很好的解决你的需求，如何快速利用StructuredStreaming来解决你的需求？目前社区有一款工具 <strong>Seatunnel</strong>，项目地址：<a href="https://github.com/apache/incubator-seatunnel" target="_blank" rel="no [...]
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<a href="https://github.com/apache/incubator-seatunnel" target="_blank" title="GitHub" style="margin-left: 20px;"><svg t="1644553223000" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="6156" width="23" height="23"><path d="M512 12.64c-282.752 0-512 229.216-512 512 0 226.208 146.72 418.144 350.144 485.824 25.6 4.736 35.008-11.104 35.008-24.64 0-12.192-0.48-52.544-0.704-95.328-142.464 30.976-172.512-60.416-172.512-60.416-23.29 [...]
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<!-- --> <!-- --> <!-- -->二、可以做实时的聚合，例如实时计算每天每个商品的销售总额；<br>
<!-- --> <!-- --> <!-- -->三、可以做流与流之间的关联，例如计算广告的点击率，需要将广告的曝光记录和点击记录关联。<br>
以上几点如果使用SparkStreaming来实现可能会比较麻烦或者说是很难实现，但是使用StructuredStreaming实现起来会比较轻松。</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="如何使用structuredstreaming">如何使用StructuredStreaming<a class="hash-link" href="#如何使用structuredstreaming" title="Direct link to heading"></a></h3><p>可能你没有详细研究过StructuredStreaming，但是发现StructuredStreaming能很好的解决你的需求，如何快速利用StructuredStreaming来解决你的需求？目前社区有一款工具 <strong>Seatunnel</strong>，项目地址：<a href="https://github.com/apache/incubator-seatunnel" target="_blank" rel="no [...]
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<img style="height:50px;margin-bottom: 10px" alt="Apache Software Foundation" src="/zh-CN/image/incubator-logo.svg">
<p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
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diff --git "a/zh-CN/blog/tags/\345\224\257\345\223\201\344\274\232/index.html" "b/zh-CN/blog/tags/\345\224\257\345\223\201\344\274\232/index.html"
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+<link rel="alternate" type="application/atom+xml" href="/zh-CN/blog/atom.xml" title="Apache SeaTunnel Atom Feed"><title data-react-helmet="true">One post tagged with "唯品会" | Apache SeaTunnel</title><meta data-react-helmet="true" property="og:title" content="One post tagged with "唯品会" | Apache SeaTunnel"><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" property="og:url" content="https://seatunnel.apache.org [...]
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+<div role="region"><a href="#" class="skipToContent_ZgBM">Skip to main content</a></div><nav class="navbar navbar--fixed-top"><div class="navbar__inner"><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>< [...]
+讲稿整理：张德通</p><p>导读: 唯品会早在1.0版本时就引用了SeaTunnel，我们使用SeaTunnel进行一些Hive到ClickHouse之间数据交互的工作。
+今天的介绍会围绕下面几点展开：</p><ul><li>ClickHouse数据导入的需求和痛点；</li><li>ClickHouse出仓入仓工具选型；</li><li>Hive to ClickHouse；</li><li>ClickHouse to Hive；</li><li>SeaTunnel与唯品会数据平台的集成；</li><li>未来展望；</li></ul><h1>ClickHouse数据导入的需求和痛点</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="1唯品会数据olap架构">1.唯品会数据OLAP架构<a class="hash-link" href="#1唯品会数据olap架构" title="Direct link to heading"></a></h2><p>图中是唯品会OLAP架构，我们负责的模块是图中的数据服务和计算引擎两大部分。底层依赖的数据仓库分为离线数仓、实时数仓和湖仓。计算引擎方面，我们使用Presto、Kylin和Clickhouse。虽然Clickhouse是一个存 [...]
+<img alt="1" src="/zh-CN/assets/images/1-1-f0cdf48f8c90391d9e8cfe410fc32bb1.png" width="2038" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="2需求">2.需求<a class="hash-link" href="#2需求" title="Direct link to heading"></a></h2><p>我们通过Presto Connector和Spark组件，把底层的Hive、Kudu、Alluxio组件打通。大数据组件之间可以互相导入导出数据，可以根据数据分析的需求和场景任意利用合适的组件分析数据。但我们引入Clickhouse时，它是一个数据孤岛，数据的导入和导出比较困难。Hive和Clickhouse之间需要做很多工作才能实现导入导出。我们的第一个数据导入导出需求就是提升导入导出效率，把Clickhouse纳入大数据体系中。
+<img alt="2" src="/zh-CN/assets/images/2-0b1a1413f99ac6195aefc2146ba07c4b.png" width="2037" height="1440"></p><p>第二个需求是Presto跑SQL比较慢，图中是一个慢SQL的例子。图中的SQL where条件设置了日期、时间范围和具体过滤条件，这类SQL使用由于Presto使用分区粒度下推，运行比较慢。即使用Hive的Bucket表和分桶等其他方式优化后也是几秒的返回时间、不能满足业务要求。这种情况下，我们需要利用Clickhouse做离线的OLAP计算加速。
+<img alt="3" src="/zh-CN/assets/images/3-a762d5f3914268cbc2b478215d8da72d.png" width="2035" height="1440"></p><p>我们的实时数据是通过Kafka、Flink SQL方式写入到Clickhouse中。但分析时只用实时数据是不够的，需要用Hive维度表和已经ETL计算号的T+1实时表一起在Clickhouse中做加速运输。这需要把Hive的数据导入到Clickhouse中，这就是我们的第三个需求。
+<img alt="4" src="/zh-CN/assets/images/4-03112bb3e1bca7cc97ab7868fbdf6d78.png" width="2035" height="1440"></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="3痛点">3.痛点<a class="hash-link" href="#3痛点" title="Direct link to heading"></a></h2><p>首先，我们引入一项数据组件时要考虑其性能。Hive表粒度是五分钟，是否有组件可以支撑五分钟内完成一个短小ETL流程并把ETL结果导入到Clickhouse中？第二，我们需要保证数据质量，数据的准确性需要有保障。Hive和Clickhouse的数据条数需要保障一致性，如果数据质量出问题能否通过重跑等机制修复数据？第三，数据导入需要支持的数据类型是否完备？不同数据库之间的数据类型和一些机制不同，我们有HiperLogLog和BitMap这类在某一存储引擎中利用得比较多得数据类型，是否可以正 [...]
+SeaTunnel和Spark依赖唯品会自己的Yarn集群，可以直接实现分布式读取和写入。DataX是非分布式的，且Reader、Writer之间的启动过程耗时时间长，性能普通，SeaTunnel和Spark处理数据的性能可以达到DataX的数倍。
+十亿以上的数据可以平稳地在SeaTunnel和Spark中运行，DataX在数据量大以后性能压力大，处理十亿以上数据吃力。
+在读写插件扩展性方面，SeaTunnel支持了多种数据源，支持用户开发插件。SeaTunnel支持了数据导入Redis。
+稳定性上，SeaTunnel和DataX由于是自成体系的工具，稳定性会更好。Spark的稳定性方面需要关注代码质量。
+<img alt="5" src="/zh-CN/assets/images/5-e5c4ff850add4f0334c2f9a0de839c53.png" width="2035" height="1440"></p><p>我们的曝光表数据量每天在几十亿级，我们有5min内完成数据处理的性能要求，我们我们存在数据导入导出到Redis的需求，我们需要导入导出工具可以接入到数据平台上进行任务调度。 出于数据量级、性能、可扩展性、平台兼容性几方面的考虑，我们选择了SeaTunnel作为我们的数仓导入导出工具。</p><h1>Hive数据导入到ClickHouse</h1><p>下面将介绍我们对SeaTunnel的使用。
+图中是一张Hive表，它是我们三级的商品维度表，包含品类商品、维度品类和用户人群信息。表的主键是一个三级品类ct_third_id，下面的value是两个uid的位图，是用户id的bitmap类型，我们要把这个Hive表导入到Clickhouse。
+<img alt="6" src="/zh-CN/assets/images/6-e37187a14e8316f82074f78b8a250a58.png" width="2036" height="1440"></p><p>SeaTunnel安装简单，官网文档有介绍如何安装。下图中是SeaTunnel的配置，配置中env、source和sink是必不可少的。env部分，图中的例子是Spark配置，配置了包括并发度等，可以调整这些参数。source部分是数据来源，这里配置了Hive数据源，包括一条Hive Select语句，Spark运行source配置中的SQL把数据读出，此处支持UDF进行简单ETL；sink部分配置了Clickhouse，可以看到output_type=rowbinary，rowbinary是唯品会自研加速方案；pre_sql和check_sql是自研的用于数据校验的功能，后面也会详细介绍；clickhouse.socket_timeout和bulk_size都是可以根据实际情况进行调整的。
+<img alt="7" src="/zh-CN/assets/images/7-70fd49824f2fe94faa0ed91b9e31fdf6.png" width="2037" height="1440"></p><p>运行SeaTunnel，执行sh脚本文件、配置conf文件地址和yarn信息，后即可。
+<img alt="8" src="/zh-CN/assets/images/8-fa6d66bcb7d1a37038666d5d63c64d3d.png" width="2038" height="1440">
+运行过程中会产生Spark日志，运行成功和运行中错误都可以在日志中查看。
+<img alt="9" src="/zh-CN/assets/images/9-f08855ea40230b4f16d6c04408063346.png" width="2038" height="1440"></p><p>为了更贴合业务，唯品会对SeaTunnel做了一些改进。我们的ETL任务都是需要重跑的，我们支持了pre_sql和check_sql实现数据的重跑和对数。主要流程是在数据准备好后，执行pre_sql进行预处理，在Clickhouse中执行删除旧分区数据、存放到某一目录下在失败时恢复该分区、rename这类操作。check_sql会检验，校验通过后整个流程结束；如果检验不通过，根据配置进行重跑，重跑不通过则报警到对应负责人。
+<img alt="10" src="/zh-CN/assets/images/10-15459320d13177fafe0fd49a06f92e03.png" width="2037" height="1440"></p><p>唯品会基于1.0版本SeaTunnel增加了RowBinary做加速，也让HuperLogLog和BinaryBitmap的二进制文件能更容易地从Hive导入到Clickhouse。我们在ClickHouse-jdbc、bulk_size、Hive-source几处进行了修改。使用CK-jdbc的extended api，以rowbinary方式将数据写入CK，bulk_size引入了以rowbinary方式写入CK的控制逻辑，Hive-source
+RDD以HashPartitioner进行分区将数据打散，防止数据倾斜。</p><p>我们还让SeaTunnel支持了多类型，为了圈人群的功能，需要在Clickhouse、Preso、Spark中实现对应的方法。我们在Clickhouse-jdbc中增加支持Batch特性的Callback、HttpEntity、RowBinaryStream，在Clickhouse-jdbc和Clickhouse-sink代码中增加了bitmap类型映射，在Presto和Spark中实现了Clickhouse的Hyperloglog和Bitmap的function的UDF。
+前面的配置中，Clickhouse-sink部分可以指定表名，这里有写入本地表和分布式表的差异。写入分布式表的性能比写入本地表差对Clickhouse集群的压力会更大，但在计算曝光表、流量表，ABTest等场景中需要两表Join，两张表量级均在几十亿。这时我们希望Join key落在本机，Join成本更小。我们建表时在Clickhouse的分布式表分布规则中配置murmurHash64规则，然后在Seatunnel的sink里直接配置分布式表，把写入规则交给Clickhouse，利用了分布式表的特性进行写入。写入本地表对Clickhouse的压力会更小，写入的性能也会更好。我们在Seatunnel里，根据sink的本地表，去Clickhouse的System.cluster表里获取表的分布信息和机器分布host。然后根据均分规则写入这些host。把数据分布式写入的事情放到Seatunnel里来做。
+针对本地表和分布式表的写入，我们未来的改造方向是在Seatunnel实现一致性哈希，直接按照一定规则写如Clickhouse、不依赖Clickhouse自身做数据分发，改善Clickhouse高CPU负载问题。</p><h1>ClickHouse数据导入到Hive</h1><p>我们有圈人群的需求，每天唯品会为供应商圈20万个人群，比如80后、高富帅、白富美的人群集合。这些在Clickhouse中的Bitmap人群信息需要导出到Hive表，在Hive中与其他ETL任务进行配合，最后推到PIKA交给外部媒体使用。我们使SeaTunnel将Clickhouse Bitmap人群数据反推到Hive。
+<img alt="11" src="/zh-CN/assets/images/11-8f601d01cedafe8901b091b5ddcefd59.png" width="2035" height="1440"></p><p>图中是SeaTunnel配置，我们把source配置为Clickhouse、sink配置为Hive，数据校验也配置在Hive内。
+<img alt="12" src="/zh-CN/assets/images/12-9a03852b4e4065b3f9f909da1bb4b672.png" width="2035" height="1440"></p><p>由于我们接入SeaTunnel较早，我们对一些模块间进行了加工，包括新增plugin-spark-sink-hive模块、plugin-spark-source-ClickHouse模块，重写Spark Row相关方法，使其能封装经过Schem映射后的Clickhouse数据，重新构造StructField并生成最终需要落地Hive的DataFrame。最新版本已经有了很多source和sink组件，在SeaTunnel使用上更方便。现在也可以在SeaTunnel中直接集成Flink connector。</p><h1>SeaTunnel与唯品会数据平台的集成</h1><p>各个公司都有自己的调度系统，例如白鲸、宙斯。唯品会的调度工具是数坊，调度工具中集成了数据传输工具。下面是调度系统架构图，其中包含各类数据的出入仓。
+<img alt="13" src="/zh-CN/assets/images/13-c93b070b1abe679688f557f3b6bcfc52.png" width="2036" height="1440"></p><p>SeaTunnel任务类型集成到平台中，图中是数坊的定时任务截图，可以看到选中的部分，是一个配置好的SeaTunnel任务，负责人、最近一次耗时，前后依赖任务的血缘信息，消耗的资源信息。下面展示了历史运行实例信息。
+<img alt="14" src="/zh-CN/assets/images/14-654566bbfb5ed478b1a9dcd28f2dba72.png" width="2037" height="1440"></p><p>我们把SeaTunnel集成到了调度系统中，数坊调度Master会根据任务类型把任务分配到对应的Agent上，根据Agent负载情况分配到合适的机器上运行，管控器把前台的任务调度配置和信息拉取到后生成SeaTunnel cluster，在类似于k8s pod、cgroup隔离的虚拟环境内进行执行。运行结果会由调度平台的数据质量监控判断任务是否完成、是否运行成功，失败时进行重跑和告警。
+<img alt="15" src="/zh-CN/assets/images/15-798a1029db30ff228befcc333645c3e4.png" width="2038" height="1440"></p><p>SeaTunnel本身是一个工具化的组件，是为了进行数据血缘，数据质量，历史记录，高警监控，还包括资源分配这些信息的管控。我们把SeaTunnel集成到平台中，可以利用平台优势利用好SeaTunnel。
+圈存人群中利用了SeaTunnel进行处理。我们通过打点数据，把圈存人群按照路径和使用情况分为不同的人，或称千人千面，把用户打上标签，圈出的某一类人群推送给用户、分析师和供应商。
+<img alt="16" src="/zh-CN/assets/images/16-8947f00847b3a55a537124964206e1b2.png" width="2036" height="1440"></p><p>流量进入Kafka，通过Flink入仓，再通过ETL形成用户标签表，用户标签表生成后，我们通过Presto实现了的BitMap方法，把数据打成Hive中的宽表。用户通过在人群系统页面中框选词条创建任务，提交腾群，生成SQL查询Clickhouse BitMap。Clickhouse的BitMap查询速度非常快，由天生优势，我们需要把Hive的BitMap表通过SeaTunnel导入到Clickhouse中。圈完人群后我们需要把表落地，形成Clickhouse的一个分区或一条记录，再把生成的结果BitMap表通过SeaTunnel存储到Hive中去。最后同步工具会将Hive的BitMap人群结果同步给外部媒体仓库Pika。每天圈20w个人群左右。
+整个过程中SeaTunnel负责把数据从Hive导出到Clickhouse，Clickhouse的ETL流程完成后SeaTunnel把数据从Clickhouse导出到Hive。
+为了完成这样的需求，我们在Presto和Spark端现ClickHouse的Hyperloglog和BitMap的function的UDF；我们还开发Seatunnel接口，使得用户在ClickHouse里使用Bitmap方法圈出来的人群，可以直接通过Seatunnel写入Hive表，无需中间落地步骤。用户也可以在Hive里通过spark圈人群或者反解人群bitmap，调用SeaTunnel接口，使数据直接传输到ClickHouse的结果表，而无需中间落地。</p><h1>后续工作</h1><p>后续我们会进一步改善Clickhouse写入数据时CPU负载高的问题，下一步会在SeaTunnel中实现Clickhouse数据源和读取端的CK-local模式，读写分离，减轻Clickhouse压力。未来我们也会增加更多sink支持，如数据推送到Pika和相应的数据检查。</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_XVD_ [...]
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+ <p style="color: #999999;font-weight:400;text-align:left">Apache SeaTunnel is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of [...]
+ <div style="border-top: 1px solid #ccc;min-height: 60px;line-height: 20px;text-align: center;font-family: Avenir-Medium;font-size: 14px;color: #999;display: flex;align-items: center;"><span>Copyright © 2021-2022 The Apache Software Foundation. Apache SeaTunnel, SeaTunnel, and its feather logo are trademarks of The Apache Software Foundation.</span></div>
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diff --git a/zh-CN/docs/flink/configuration/source-plugins/Kafka/index.html b/zh-CN/docs/flink/configuration/source-plugins/Kafka/index.html
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diff --git a/zh-CN/docs/flink/configuration/transform-plugins/Sql/index.html b/zh-CN/docs/flink/configuration/transform-plugins/Sql/index.html
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diff --git a/zh-CN/docs/spark/commands/start-seatunnel-spark.sh/index.html b/zh-CN/docs/spark/commands/start-seatunnel-spark.sh/index.html
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diff --git a/zh-CN/docs/spark/configuration/ConfigExamples/index.html b/zh-CN/docs/spark/configuration/ConfigExamples/index.html
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diff --git a/zh-CN/docs/spark/configuration/transform-plugins/Json/index.html b/zh-CN/docs/spark/configuration/transform-plugins/Json/index.html
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<div><div class="main slogan"><div class="block"><div class="banner text_center"><h1 class="main_title"><span class="apache">Apache</span> <span class="seatunnel">SeaTunnel</span><span class="badge">Incubating</span></h1><p class="main_slogan">Next-generation high-performance, distributed, massive data integration framework</p><div class="button_row center"><a href="https://seatunnel.apache.org/docs/introduction#quick-start" class="corner_button blue_fill">Quick Start</a><a href="https:/ [...]
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-<script src="/zh-CN/assets/js/main.56b4736e.js"></script>
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index 2035fe7..efae45b 100644
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index b2a4f94..6fc1713 100644
--- a/zh-CN/team/index.html
+++ b/zh-CN/team/index.html
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</div>
<div></div></div></div></div></div></footer></div>
-<script src="/zh-CN/assets/js/runtime~main.6b9fee27.js"></script>
-<script src="/zh-CN/assets/js/main.56b4736e.js"></script>
+<script src="/zh-CN/assets/js/runtime~main.e4d362a8.js"></script>
+<script src="/zh-CN/assets/js/main.25a063ee.js"></script>
</body>
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diff --git a/zh-CN/user/index.html b/zh-CN/user/index.html
index cdf90b4..c448df2 100644
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+++ b/zh-CN/user/index.html
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-<link rel="preload" href="/zh-CN/assets/js/main.56b4736e.js" as="script">
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+<link rel="preload" href="/zh-CN/assets/js/main.25a063ee.js" as="script">
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<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")}()</script><div id="__docusaurus">
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-<script src="/zh-CN/assets/js/runtime~main.6b9fee27.js"></script>
-<script src="/zh-CN/assets/js/main.56b4736e.js"></script>
+<script src="/zh-CN/assets/js/runtime~main.e4d362a8.js"></script>
+<script src="/zh-CN/assets/js/main.25a063ee.js"></script>
</body>
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