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class="mw-content-ltr mw-parser-output" lang="en" dir="ltr"><style data-mw-deduplicate="TemplateStyles:r2199624">.mw-parser-output .mw-tpl-rellink{font-style:italic;padding-bottom:0.4em;padding-left:0;margin-bottom:0.4em;color:#555;border-bottom:1px solid var(--border-color-base,#a2a9b1)}</style> <div class="rellink mw-tpl-rellink">Not to be confused with <a href="/wiki/Portal:Data_Services" title="Portal:Data Services">Data Services</a> within <a href="/wiki/Help:Cloud_Services_introduction" title="Help:Cloud Services introduction">Wikimedia Cloud Services</a>.</div> <p>Wikimedia's Data Platform is a collection of systems and services that enable data producers and consumers to discover, use, and collect data to derive insights, conduct research, and build new data products. The Data Platform is primarily maintained by the <a href="/wiki/Data_Platform_Engineering" title="Data Platform Engineering">Data Platform Engineering team</a>. To contact the team, use the <a href="https://www.mediawiki.org/wiki/Data_Platform_Engineering/Intake_Process" class="extiw" title="mw:Data Platform Engineering/Intake Process">intake process</a>. </p> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Get_started" data-mw-thread-id="h-Get_started"><span data-mw-comment-start="" id="h-Get_started"></span>Get started<span data-mw-comment-end="h-Get_started"></span></h2></div> <p>The Data Platform provides access to <b>private data</b> and <b>internal WMF resources</b>, so you must have <a href="/wiki/Data_Platform/Data_access" title="Data Platform/Data access"> specialized data access</a> to use it. For public, open access Wikimedia data and tools, see <a href="https://meta.wikimedia.org/wiki/Research:Data" class="extiw" title="meta:Research:Data">meta:Research:Data</a>. </p> <style data-mw-deduplicate="TemplateStyles:r2126319">.mw-parser-output .tpl-contentgrid{margin:1em 0;display:grid}.mw-parser-output .tpl-contentgrid .mw-tpl-colorbox{margin:0}</style> <div class="tpl-contentgrid" style="grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); grid-gap: 2em; grid-auto-rows: minmax(100px, auto); width: auto;"><div class="mw-tpl-colorbox" style=""><style data-mw-deduplicate="TemplateStyles:r2199608">.mw-parser-output .mw-tpl-colorbox{box-sizing:border-box;margin:0.5em 0.5em 1em 0.5em;border-radius:2px;overflow:hidden;background:var(--background-color-base,#fff);color:var(--color-base,#202122);border:1px solid var(--border-color-base,#a2a9b1);box-shadow:0 2px 2px rgba(0,0,0,0.2)}.mw-parser-output .mw-tpl-colorbox-title{background:var(--background-color-interactive,#eaecf0);color:var(--color-emphasized,#000000);display:flex;gap:0.5rem;padding-top:0.4rem;padding-bottom:0.4rem}.mw-parser-output .mw-tpl-colorbox-title--linked:hover{background:var(--background-color-progressive-subtle,#eaf3ff)}.mw-parser-output .mw-tpl-colorbox-title>*:first-child{padding-left:1rem}.mw-parser-output .mw-tpl-colorbox-title>*:last-child{padding-right:1rem}.mw-parser-output .mw-tpl-colorbox-title>strong,.mw-parser-output .mw-tpl-colorbox-title>a{flex-grow:1}.mw-parser-output .mw-tpl-colorbox-title-icon{opacity:0.8}.mw-parser-output .mw-tpl-colorbox-title-corner{float:right;font-size:0.7em}.mw-parser-output .mw-tpl-colorbox-content{padding:0.5rem 1rem}.mw-parser-output .mw-tpl-colorbox-content::after{content:"";display:block;clear:both}</style><div class="mw-tpl-colorbox-title mw-tpl-colorbox-title--linked" style=""><a href="/wiki/Data_Platform/Discover_data" title="Data Platform/Discover data"><strong>Discover data</strong></a> </div><div class="mw-tpl-colorbox-content"> <p>Find datasets and documentation for WMF private data sources. </p> </div> </div> <div class="mw-tpl-colorbox" style=""><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r2199608"><div class="mw-tpl-colorbox-title mw-tpl-colorbox-title--linked" style=""><a href="/wiki/Data_Platform/Analyze_data" title="Data Platform/Analyze data"><strong>Access and query data</strong></a> </div><div class="mw-tpl-colorbox-content"> <p>Use SQL query engines, Jupyter notebooks, libraries, and compute resources to explore and analyze data. </p> </div> </div> <div class="mw-tpl-colorbox" style=""><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r2199608"><div class="mw-tpl-colorbox-title mw-tpl-colorbox-title--linked" style=""><a href="/wiki/Data_Platform/Transform_data" title="Data Platform/Transform data"><strong>Transform and publish data</strong></a> </div><div class="mw-tpl-colorbox-content"> <p>Create and share derivative datasets, reports, and dashboards based on existing Wikimedia data sources. </p> </div> </div> <div class="mw-tpl-colorbox" style=""><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r2199608"><div class="mw-tpl-colorbox-title mw-tpl-colorbox-title--linked" style=""><a href="/wiki/Metrics_Platform" title="Metrics Platform"><strong>Collect data</strong></a> </div><div class="mw-tpl-colorbox-content"> <p>Use the <a href="/wiki/Metrics_Platform" title="Metrics Platform">Metrics Platform</a> to configure instruments and collect analytics data. </p> <ul><li>Advanced users: use the <a href="/wiki/Event_Platform" title="Event Platform">Event Platform</a> to configure and deploy event streams.</li></ul> </div> </div></div> <p><span id="Data_Engineering"></span> </p> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Data_platform_infrastructure" data-mw-thread-id="h-Data_platform_infrastructure"><span data-mw-comment-start="" id="h-Data_platform_infrastructure"></span>Data platform infrastructure<span data-mw-comment-end="h-Data_platform_infrastructure"></span></h2></div> <p>Data platform systems and infrastructure include the data lake, ingestion and processing pipelines, and production search and query services. </p> <div class="mw-heading mw-heading3"><h3 id="Data_pipelines" data-mw-thread-id="h-Data_pipelines-Data_platform_infrastructure"><span data-mw-comment-start="" id="h-Data_pipelines-Data_platform_infrastructure"></span>Data pipelines<span data-mw-comment-end="h-Data_pipelines-Data_platform_infrastructure"></span></h3></div> <p>Information about data pipelines is currently at: </p> <ul><li><a href="/wiki/Data_Platform/Systems/Cluster" title="Data Platform/Systems/Cluster">Data Platform/Systems/Cluster</a></li> <li><a href="/wiki/Data_Platform/Systems/Airflow" title="Data Platform/Systems/Airflow">Airflow</a></li> <li><a href="/wiki/Data_Platform/Systems/Hadoop_Event_Ingestion_Lifecycle" title="Data Platform/Systems/Hadoop Event Ingestion Lifecycle">Hadoop Event Ingestion</a></li> <li><a href="/wiki/Category:Data_pipelines" title="Category:Data pipelines">Category:Data_pipelines</a></li></ul> <div class="mw-heading mw-heading3"><h3 id="Search_data_and_services" data-mw-thread-id="h-Search_data_and_services-Data_platform_infrastructure"><span data-mw-comment-start="" id="h-Search_data_and_services-Data_platform_infrastructure"></span>Search data and services<span data-mw-comment-end="h-Search_data_and_services-Data_platform_infrastructure"></span></h3></div> <ul><li><a href="/wiki/Search/Technical_interactions" title="Search/Technical interactions"> Using search for new features </a></li> <li><a href="/wiki/Search_Platform/Documentation#Search" title="Search Platform/Documentation"> Search Platform </a></li> <li><a href="/wiki/Wikidata_Query_Service" title="Wikidata Query Service"> Wikidata Query Service (WDQS) </a></li></ul> <div class="mw-heading mw-heading3"><h3 id="Overview_of_data_platform_systems" data-mw-thread-id="h-Overview_of_data_platform_systems-Data_platform_infrastructure"><span data-mw-comment-start="" id="h-Overview_of_data_platform_systems-Data_platform_infrastructure"></span>Overview of data platform systems<span data-mw-comment-end="h-Overview_of_data_platform_systems-Data_platform_infrastructure"></span></h3></div> <ul class="gallery mw-gallery-traditional"> <li class="gallerybox" style="width: 155px"> <div class="thumb" style="width: 150px; height: 150px;"><span typeof="mw:File"><a href="/wiki/File:WMF_Data_Platform_Technical_Overview_2023_V1.jpg" class="mw-file-description" title="Data Platform Technical Overview 2023"><img alt="Data Platform Technical Overview 2023" src="//upload.wikimedia.org/wikipedia/commons/thumb/d/da/WMF_Data_Platform_Technical_Overview_2023_V1.jpg/120px-WMF_Data_Platform_Technical_Overview_2023_V1.jpg" decoding="async" width="120" height="80" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/d/da/WMF_Data_Platform_Technical_Overview_2023_V1.jpg/180px-WMF_Data_Platform_Technical_Overview_2023_V1.jpg 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/d/da/WMF_Data_Platform_Technical_Overview_2023_V1.jpg/240px-WMF_Data_Platform_Technical_Overview_2023_V1.jpg 2x" data-file-width="5386" data-file-height="3594"/></a></span></div> <div class="gallerytext">Data Platform Technical Overview 2023</div> </li> <li class="gallerybox" style="width: 155px"> <div class="thumb" style="width: 150px; height: 150px;"><span typeof="mw:File"><a href="/wiki/File:WMF_Analytics_Data_Platform_2021_v1.png" class="mw-file-description" title="Analytics Data Platform 2021"><img alt="Analytics Data Platform 2021" src="//upload.wikimedia.org/wikipedia/labs/thumb/5/5f/WMF_Analytics_Data_Platform_2021_v1.png/120px-WMF_Analytics_Data_Platform_2021_v1.png" decoding="async" width="120" height="72" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/labs/thumb/5/5f/WMF_Analytics_Data_Platform_2021_v1.png/180px-WMF_Analytics_Data_Platform_2021_v1.png 1.5x, //upload.wikimedia.org/wikipedia/labs/thumb/5/5f/WMF_Analytics_Data_Platform_2021_v1.png/240px-WMF_Analytics_Data_Platform_2021_v1.png 2x" data-file-width="596" data-file-height="360"/></a></span></div> <div class="gallerytext">Analytics Data Platform 2021</div> </li> </ul> <p>The following list highlights some major Data Platform systems. For more details and a full list of Data Platform system documentation pages on this wiki, see <a href="/wiki/Data_Platform/Systems" title="Data Platform/Systems">Data_Platform/Systems</a>. </p> <table class="wikitable sortable"> <tbody><tr> <th>System name and link </th> <th>Type </th> <th><a href="/wiki/Data_Platform/Data_access" title="Data Platform/Data access">Accessibility</a> </th></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Airflow" title="Data Platform/Systems/Airflow">Airflow</a> </td> <td>Workflow Job Scheduler </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Archiva" class="mw-redirect" title="Archiva">Archiva</a> </td> <td>Repository for Java archives </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/AQS" title="Data Platform/Systems/AQS">AQS - <u>A</u>nalytics <u>Q</u>uery <u>S</u>ervice</a> </td> <td>REST API for analytics data </td> <td>Public </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Ceph" title="Data Platform/Systems/Ceph">Ceph</a> </td> <td>Software defined storage, serving block and object storage </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Clients" title="Data Platform/Systems/Clients">Clients (stat100X)</a> </td> <td>Analytics client nodes to access Hadoop and various services </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Cluster" title="Data Platform/Systems/Cluster">Cluster (Hadoop, Gobblin, Hive, Spark...)</a> </td> <td>Hadoop </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/DataHub" title="Data Platform/Systems/DataHub">Datahub</a> </td> <td>Data Catalog </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Dashiki" title="Data Platform/Systems/Dashiki">Dashiki</a> </td> <td>Framework for building dashboards </td> <td>Public </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Druid" title="Data Platform/Systems/Druid">Druid</a> </td> <td>Data storage engine optimized for exploratory analytics </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/EventLogging" title="Data Platform/Systems/EventLogging">EventLogging</a> </td> <td>Ad-hoc streaming pipeline </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/EventStreams" class="mw-redirect" title="Data Platform/Systems/EventStreams">EventStreams</a> </td> <td>Mediawiki events streams </td> <td>Public </td></tr> <tr> <td><a href="/wiki/Kafka" title="Kafka">Kafka</a> </td> <td>Data transport and streaming system </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/MariaDB" title="Data Platform/Systems/MariaDB">MariaDB</a> </td> <td>Data storage for MediaWiki replicas and EventLogging </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Piwik" class="mw-redirect" title="Data Platform/Systems/Piwik">Matomo</a> (formerly known as Piwik) </td> <td>Small-scale web analytics platform </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Presto" title="Data Platform/Systems/Presto">Presto</a> </td> <td>Big data high performance sql query engine </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Reportupdater" title="Data Platform/Systems/Reportupdater">ReportUpdater</a> </td> <td>Job Scheduler </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Superset" title="Data Platform/Systems/Superset">Superset</a> </td> <td>Web interface for data visualization and exploration </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Jupyter" title="Data Platform/Systems/Jupyter">Jupyter</a> </td> <td>Hosted notebooks for data analysis </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Turnilo-Pivot" class="mw-redirect" title="Data Platform/Systems/Turnilo-Pivot">Turnilo</a> </td> <td>Web interface for exploring data stored in Druid </td> <td>Private </td></tr> <tr> <td><a href="/wiki/Data_Platform/Systems/Wikistats_2" title="Data Platform/Systems/Wikistats 2">Wikistats</a> (1 and 2) </td> <td>Community Dashboard with high-level metrics </td> <td>Public </td></tr> <tr> <td><a href="/wiki/Wmfdata" class="mw-redirect" title="Wmfdata">Wmfdata-Python</a> </td> <td>Python package for streamlined data access on the <a href="/wiki/Data_Platform/Systems/Clients" title="Data Platform/Systems/Clients">analytics clients</a> </td> <td>Private </td></tr></tbody></table> <div style="text-align:center;"> <p><span class="plainlinks"><a class="external text" href="https://wikitech.wikimedia.org/wiki/Data_Platform/Systems"><span class="mw-ui-button mw-ui-progressive" role="button">Full list of Data Platform systems</span></a></span> </p> </div> <div class="mw-heading mw-heading2 ext-discussiontools-init-section"><h2 id="Data_platform_operations" data-mw-thread-id="h-Data_platform_operations"><span data-mw-comment-start="" id="h-Data_platform_operations"></span>Data 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