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class="leafygreen-ui-yjiaca" href="/docs/">MongoDB Documentation</a></div></div></div><section><style data-emotion="leafygreen-ui 41fr9s">.leafygreen-ui-41fr9s{margin:unset;font-family:'Euclid Circular A','Helvetica Neue',Helvetica,Arial,sans-serif;color:#001E2B;font-size:32px;line-height:40px;font-weight:400;font-family:'MongoDB Value Serif','Times New Roman',serif;color:#00684A;margin-top:24px;margin-bottom:8px;color:var(--heading-color-primary);margin-top:16px;margin-bottom:24px;}</style><h1 class="contains-headerlink leafygreen-ui-41fr9s" weight="medium">Migrators, Tools, and Connectors<style data-emotion="leafygreen-ui 1kepx47">.leafygreen-ui-1kepx47{position:relative;-webkit-align-self:center;-ms-flex-item-align:center;align-self:center;padding:0 10px;visibility:hidden;}</style><a class="headerlink leafygreen-ui-1kepx47" href="#migrators--tools--and-connectors" title="Permalink to this heading"><style data-emotion="leafygreen-ui 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1.553 0 0 0-2.203-.01l-.379.377A.995.995 0 0 1 8.56 3.83a1.005 1.005 0 0 1 .006-1.418l.38-.377a3.542 3.542 0 0 1 5.024.023 3.58 3.58 0 0 1-.022 5.047l-2.884 2.871a3.542 3.542 0 0 1-5.025-.022Z"></path><path fill="currentColor" d="M9.961 6.047c.12.12.228.248.327.38l-1.45 1.445a1.553 1.553 0 0 0-2.496-.423l-2.885 2.87a1.57 1.57 0 0 0-.01 2.213 1.553 1.553 0 0 0 2.203.01l.379-.377a.995.995 0 0 1 1.411.006 1.005 1.005 0 0 1-.006 1.418l-.38.377a3.542 3.542 0 0 1-5.024-.023 3.58 3.58 0 0 1 .022-5.047l2.884-2.871a3.542 3.542 0 0 1 5.025.022Z"></path></svg><div id="migrators" class="css-1btu0w3 evvkmar0"></div></a></h2><style data-emotion="css 14uzapd">.css-14uzapd{-webkit-align-items:stretch;-webkit-box-align:stretch;-ms-flex-align:stretch;align-items:stretch;display:grid;grid-column:1/-1!important;grid-column-gap:24px;grid-row-gap:24px;grid-template-columns:repeat(2, 1fr);margin:32px 0;}@media only screen and (max-width: 767px){.css-14uzapd{margin:32px 0;}}@media only screen and (max-width: 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p:last-of-type{margin-bottom:0;}</style><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/mdb_migrator.svg" alt="Relational Migrator LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><style data-emotion="css lh5e7u">.css-lh5e7u{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;height:100%;margin-left:8px;}@media only screen and (max-width: 480px){.css-lh5e7u{margin-left:16px;}}.css-lh5e7u p{line-height:24px;}</style><div class="css-lh5e7u e1s2l6cq0"><div><style data-emotion="leafygreen-ui ebildw">.leafygreen-ui-ebildw{margin:unset;font-family:'Euclid Circular A','Helvetica Neue',Helvetica,Arial,sans-serif;color:#001E2B;font-size:16px;line-height:28px;color:#001E2B;font-weight:500;font-weight:500;letter-spacing:normal;color:var(--font-color-primary);margin:0 0 8px;}.leafygreen-ui-ebildw strong,.leafygreen-ui-ebildw b{font-weight:700;}</style><p class="leafygreen-ui-ebildw">Relational Migrator</p><style data-emotion="leafygreen-ui 1kp3ins">.leafygreen-ui-1kp3ins{margin:unset;font-family:'Euclid Circular A','Helvetica Neue',Helvetica,Arial,sans-serif;color:#001E2B;font-size:16px;line-height:28px;color:#001E2B;font-weight:400;margin-bottom:16px;color:var(--font-color-primary);}.leafygreen-ui-1kp3ins strong,.leafygreen-ui-1kp3ins b{font-weight:700;}</style><p class="leafygreen-ui-1kp3ins">Migrate data from your relational database to MongoDB.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/mdb_live_migration.svg" alt="Live Migration LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Atlas Live Migration</p><p class="leafygreen-ui-1kp3ins">Pull data from existing MongoDB deployments, JSON, or CSV files into Atlas using a guided process.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/mdb_cluster_to_cluster_sync.svg" alt="Cluster-to-Cluster Sync LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Cluster-to-Cluster Sync</p><p class="leafygreen-ui-1kp3ins">Continuously synchronize data between MongoDB clusters in the same or hybrid environments, including Atlas, private cloud, on-premises, and at the edge.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/general_features_tools.svg" alt="Database Tools LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Database Tools</p><p class="leafygreen-ui-1kp3ins">Export data from one MongoDB cluster to a JSON, BSON, CSV, or TSV file and import it to another MongoDB cluster.</p></div></div></div></div></section><section><h2 class="contains-headerlink leafygreen-ui-19f71ei" weight="medium">Data Exploration and Visualization<a class="headerlink leafygreen-ui-1kepx47" href="#data-exploration-and-visualization" title="Permalink to this heading"><svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewBox="0 0 16 16" class="leafygreen-ui-a30zj9" role="img" aria-label="Link Icon"><path fill="currentColor" d="M6.039 9.953a3.596 3.596 0 0 1-.327-.38l1.45-1.445a1.553 1.553 0 0 0 2.496.423l2.885-2.87a1.57 1.57 0 0 0 .01-2.213 1.553 1.553 0 0 0-2.203-.01l-.379.377A.995.995 0 0 1 8.56 3.83a1.005 1.005 0 0 1 .006-1.418l.38-.377a3.542 3.542 0 0 1 5.024.023 3.58 3.58 0 0 1-.022 5.047l-2.884 2.871a3.542 3.542 0 0 1-5.025-.022Z"></path><path fill="currentColor" d="M9.961 6.047c.12.12.228.248.327.38l-1.45 1.445a1.553 1.553 0 0 0-2.496-.423l-2.885 2.87a1.57 1.57 0 0 0-.01 2.213 1.553 1.553 0 0 0 2.203.01l.379-.377a.995.995 0 0 1 1.411.006 1.005 1.005 0 0 1-.006 1.418l-.38.377a3.542 3.542 0 0 1-5.024-.023 3.58 3.58 0 0 1 .022-5.047l2.884-2.871a3.542 3.542 0 0 1 5.025.022Z"></path></svg><div id="data-exploration-and-visualization" class="css-1btu0w3 evvkmar0"></div></a></h2><div class="card-group css-14uzapd ejknxgy0"><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/mdb_compass.svg" alt="Compass LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Compass</p><p class="leafygreen-ui-1kp3ins">Visually explore your data with full CRUD functionality, and index and performance management.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/atlas_charts.svg" alt="Atlas Charts LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Atlas Charts</p><p class="leafygreen-ui-1kp3ins">Create, share, and embed visualizations of MongoDB data.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/general_features_table.svg" alt="PyMongoArrow Driver LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">PyMongoArrow Driver</p><p class="leafygreen-ui-1kp3ins">Use PyMongo to load MongoDB query result sets as Pandas DataFrames, NumPy arrays, and Apache Arrow tables.</p></div></div></div></div></section><section><h2 class="contains-headerlink leafygreen-ui-19f71ei" weight="medium">IDE Integrations<a class="headerlink leafygreen-ui-1kepx47" href="#ide-integrations" title="Permalink to this heading"><svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewBox="0 0 16 16" class="leafygreen-ui-a30zj9" role="img" aria-label="Link Icon"><path fill="currentColor" d="M6.039 9.953a3.596 3.596 0 0 1-.327-.38l1.45-1.445a1.553 1.553 0 0 0 2.496.423l2.885-2.87a1.57 1.57 0 0 0 .01-2.213 1.553 1.553 0 0 0-2.203-.01l-.379.377A.995.995 0 0 1 8.56 3.83a1.005 1.005 0 0 1 .006-1.418l.38-.377a3.542 3.542 0 0 1 5.024.023 3.58 3.58 0 0 1-.022 5.047l-2.884 2.871a3.542 3.542 0 0 1-5.025-.022Z"></path><path fill="currentColor" d="M9.961 6.047c.12.12.228.248.327.38l-1.45 1.445a1.553 1.553 0 0 0-2.496-.423l-2.885 2.87a1.57 1.57 0 0 0-.01 2.213 1.553 1.553 0 0 0 2.203.01l.379-.377a.995.995 0 0 1 1.411.006 1.005 1.005 0 0 1-.006 1.418l-.38.377a3.542 3.542 0 0 1-5.024-.023 3.58 3.58 0 0 1 .022-5.047l2.884-2.871a3.542 3.542 0 0 1 5.025.022Z"></path></svg><div id="ide-integrations" class="css-1btu0w3 evvkmar0"></div></a></h2><div class="card-group css-14uzapd ejknxgy0"><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/mdb_shell.svg" alt="VS Code Extension LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">VS Code Extension</p><p class="leafygreen-ui-1kp3ins">Find out how you can manage your data directly within your coding environment.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/general_features_build_faster.svg" alt="C# Analyzer LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">C# Analyzer</p><p class="leafygreen-ui-1kp3ins">Understand and troubleshoot queries and aggregations directly inside Visual Studio and other tools.</p></div></div></div></div></section><section><h2 class="contains-headerlink leafygreen-ui-19f71ei" weight="medium">Connectors<a class="headerlink leafygreen-ui-1kepx47" href="#connectors" title="Permalink to this heading"><svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewBox="0 0 16 16" class="leafygreen-ui-a30zj9" role="img" aria-label="Link Icon"><path fill="currentColor" d="M6.039 9.953a3.596 3.596 0 0 1-.327-.38l1.45-1.445a1.553 1.553 0 0 0 2.496.423l2.885-2.87a1.57 1.57 0 0 0 .01-2.213 1.553 1.553 0 0 0-2.203-.01l-.379.377A.995.995 0 0 1 8.56 3.83a1.005 1.005 0 0 1 .006-1.418l.38-.377a3.542 3.542 0 0 1 5.024.023 3.58 3.58 0 0 1-.022 5.047l-2.884 2.871a3.542 3.542 0 0 1-5.025-.022Z"></path><path fill="currentColor" d="M9.961 6.047c.12.12.228.248.327.38l-1.45 1.445a1.553 1.553 0 0 0-2.496-.423l-2.885 2.87a1.57 1.57 0 0 0-.01 2.213 1.553 1.553 0 0 0 2.203.01l.379-.377a.995.995 0 0 1 1.411.006 1.005 1.005 0 0 1-.006 1.418l-.38.377a3.542 3.542 0 0 1-5.024-.023 3.58 3.58 0 0 1 .022-5.047l2.884-2.871a3.542 3.542 0 0 1 5.025.022Z"></path></svg><div id="connectors" class="css-1btu0w3 evvkmar0"></div></a></h2><div class="card-group css-14uzapd ejknxgy0"><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/connectors_bi_connector.svg" alt="BI Connector LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">BI Connector</p><p class="leafygreen-ui-1kp3ins">Connect MongoDB to your favorite BI platforms to visualize, graph, and report on your MongoDB data.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/connectors_kafka.svg" alt="Kafka Connector LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Kafka Connector</p><p class="leafygreen-ui-1kp3ins">Build robust pipelines that stream events between applications with MongoDB and Apache Kafka.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/connectors.svg" alt="Spark LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Spark Connector</p><p class="leafygreen-ui-1kp3ins">Leverage Apache Spark's libraries to analyze MongoDB data with machine learning, graph, and SQL APIs.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/atlas_data_lake_sql_support.svg" alt="Atlas SQL LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Atlas SQL</p><p class="leafygreen-ui-1kp3ins">Create and run SQL queries to visualize, graph, and report on your data using relational business intelligence tools.</p></div></div></div></div></section><section><h2 class="contains-headerlink leafygreen-ui-19f71ei" weight="medium">Management Tools<a class="headerlink leafygreen-ui-1kepx47" href="#management-tools" title="Permalink to this heading"><svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewBox="0 0 16 16" class="leafygreen-ui-a30zj9" role="img" aria-label="Link Icon"><path fill="currentColor" d="M6.039 9.953a3.596 3.596 0 0 1-.327-.38l1.45-1.445a1.553 1.553 0 0 0 2.496.423l2.885-2.87a1.57 1.57 0 0 0 .01-2.213 1.553 1.553 0 0 0-2.203-.01l-.379.377A.995.995 0 0 1 8.56 3.83a1.005 1.005 0 0 1 .006-1.418l.38-.377a3.542 3.542 0 0 1 5.024.023 3.58 3.58 0 0 1-.022 5.047l-2.884 2.871a3.542 3.542 0 0 1-5.025-.022Z"></path><path fill="currentColor" d="M9.961 6.047c.12.12.228.248.327.38l-1.45 1.445a1.553 1.553 0 0 0-2.496-.423l-2.885 2.87a1.57 1.57 0 0 0-.01 2.213 1.553 1.553 0 0 0 2.203.01l.379-.377a.995.995 0 0 1 1.411.006 1.005 1.005 0 0 1-.006 1.418l-.38.377a3.542 3.542 0 0 1-5.024-.023 3.58 3.58 0 0 1 .022-5.047l2.884-2.871a3.542 3.542 0 0 1 5.025.022Z"></path></svg><div id="management-tools" class="css-1btu0w3 evvkmar0"></div></a></h2><div class="card-group css-14uzapd ejknxgy0"><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/atlas_cloud_manager.svg" alt="Cloud Manager LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Cloud Manager</p><p class="leafygreen-ui-1kp3ins">Use the hosted management platform to monitor, automate, and backup self-managed deployments.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/enterpriseadvanced_ops_manager.svg" alt="Ops Manager LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Ops Manager</p><p class="leafygreen-ui-1kp3ins">Deploy, monitor, back up, and scale MongoDB on your own infrastructure.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/connectors_kubernetes_operator.svg" alt="Kubernetes Operator LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">MongoDB Kubernetes Operators</p><p class="leafygreen-ui-1kp3ins">Learn how to run MongoDB in Kubernetes on your own infrastructure.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/connectors_kubernetes_operator.svg" alt="Atlas Kubernetes Operator LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Atlas Kubernetes Operator</p><p class="leafygreen-ui-1kp3ins">Manage resources in MongoDB Atlas using Kubernetes.</p></div></div></div><div class="leafygreen-ui-godkom"><img src="https://webimages.mongodb.com/_com_assets/icons/mdb_automation.svg" alt="Automation LogoMark" width="24px" height="24px" class=" @media only screen and (max-width: 480px) { width: 20px; } "/><div class="css-lh5e7u e1s2l6cq0"><div><p class="leafygreen-ui-ebildw">Atlas Terraform Provider</p><p class="leafygreen-ui-1kp3ins">Manage resources in MongoDB Atlas using Terraform.</p></div></div></div></div></section><section><h2 class="contains-headerlink leafygreen-ui-19f71ei" weight="medium">Generative AI Information<a class="headerlink leafygreen-ui-1kepx47" href="#generative-ai-information" title="Permalink to this heading"><svg xmlns="http://www.w3.org/2000/svg" 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