{"id":"4cc3ee51-1b52-4db4-b1d2-a890e8d4807b","shortId":"TSEduB","kind":"skill","title":"azure-data-explorer","tagline":"Expert knowledge for Azure Data Explorer development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when securing clusters, configuring inges","description":"# Azure Data Explorer Skill\n\nThis skill provides expert guidance for Azure Data Explorer. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.\n\n## How to Use This Skill\n\n> **IMPORTANT for Agent**: Use the **Category Index** below to locate relevant sections. For categories with line ranges (e.g., `L35-L120`), use `read_file` with the specified lines. For categories with file links (e.g., `[security.md](security.md)`), use `read_file` on the linked reference file\n\n> **IMPORTANT for Agent**: If `metadata.generated_at` is more than 3 months old, suggest the user pull the latest version from the repository. If `mcp_microsoftdocs` tools are not available, suggest the user install it: [Installation Guide](https://github.com/MicrosoftDocs/mcp/blob/main/README.md)\n\nThis skill requires **network access** to fetch documentation content:\n- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown.\n- **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown.\n\n## Category Index\n\n| Category | Lines | Description |\n|----------|-------|-------------|\n| Troubleshooting | L37-L47 | Diagnosing and fixing ADX cluster health, creation, connection, private endpoint, ingestion, and DB/table operation errors, including interpreting error codes and using Azure Resource Health. |\n| Best Practices | L48-L59 | Guidance on ADX performance and reliability: schema design, handling duplicates, JSON ingestion, monitoring queued ingestion, hot/cold data querying, high concurrency, and Power BI integration. |\n| Decision Making | L60-L73 | Guidance on choosing ADX cluster SKUs, scaling, confidential/isolated compute, streaming ingestion, migration from Elasticsearch, and optimizing/pricing with reservations and cost per GB. |\n| Architecture & Design Patterns | L74-L80 | Designing ADX architectures for DR, regional replication, business continuity, cross-cluster access via follower DBs, and multi-tenant deployment patterns. |\n| Limits & Quotas | L81-L91 | Cluster limits and behaviors: free cluster quotas, auto-stop, safe delete/recover, ingestion file size and invalid data handling, and supported data/compression formats. |\n| Security | L92-L119 | Securing ADX clusters: auth/RBAC, managed identities, encryption/CMK, network isolation (private endpoints, outbound/public access), policies, locks, and privacy data purge. |\n| Configuration | L120-L136 | Configuring ADX clusters, schemas, policies, plugins, and data connections, plus emulator setup, KQL/T-SQL use, monitoring refs, and web UI settings/profiles/shortcuts. |\n| Integrations & Coding Patterns | L137-L170 | Integrating ADX with tools and services (SQL, ODBC/JDBC, Power Automate/Apps, Functions, Grafana, Splunk, OpenTelemetry, Tableau, MATLAB, etc.) and coding/query patterns for those connections. |\n| Deployment | L171-L177 | Provisioning and automating ADX environments, deploying schema via Azure DevOps, and migrating clusters to availability zones and from VNet injection to private endpoints. |\n\n### Troubleshooting\n| Topic | URL |\n|-------|-----|\n| Monitor and troubleshoot Azure Data Explorer cluster health | https://learn.microsoft.com/en-us/azure/data-explorer/check-cluster-health |\n| Interpret ADX ingestion error codes and failures | https://learn.microsoft.com/en-us/azure/data-explorer/error-codes |\n| Use Resource Health to diagnose ADX issues | https://learn.microsoft.com/en-us/azure/data-explorer/monitor-with-resource-health |\n| Troubleshoot Azure Data Explorer private endpoint issues | https://learn.microsoft.com/en-us/azure/data-explorer/security-network-private-endpoint-troubleshoot |\n| Fix Azure Data Explorer cluster connection issues | https://learn.microsoft.com/en-us/azure/data-explorer/troubleshoot-connect-cluster |\n| Troubleshoot Azure Data Explorer cluster creation failures | https://learn.microsoft.com/en-us/azure/data-explorer/troubleshoot-create-cluster |\n| Resolve Azure Data Explorer DB and table operation failures | https://learn.microsoft.com/en-us/azure/data-explorer/troubleshoot-database-table |\n\n### Best Practices\n| Topic | URL |\n|-------|-----|\n| Handle duplicate data in Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/dealing-with-duplicates |\n| Optimize Azure Data Explorer clusters for high-concurrency workloads | https://learn.microsoft.com/en-us/azure/data-explorer/high-concurrency |\n| Use hot windows to efficiently query cold data in Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/hot-windows |\n| Ingest JSON into Azure Data Explorer with KQL, C#, and Python | https://learn.microsoft.com/en-us/azure/data-explorer/ingest-json-formats |\n| Azure Data Explorer ingestion FAQ and guidance | https://learn.microsoft.com/en-us/azure/data-explorer/ingestion-faq |\n| Monitor queued ingestion metrics in ADX | https://learn.microsoft.com/en-us/azure/data-explorer/monitor-queued-ingestion |\n| Apply Power BI best practices for Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/power-bi-best-practices |\n| Optimize Azure Data Explorer table schema design | https://learn.microsoft.com/en-us/azure/data-explorer/schema-best-practice |\n\n### Decision Making\n| Topic | URL |\n|-------|-----|\n| Deploy Azure Data Explorer with confidential compute | https://learn.microsoft.com/en-us/azure/data-explorer/confidential-compute |\n| Decide when to use streaming ingestion in Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/ingest-data-streaming |\n| Select isolated compute SKUs for Data Explorer clusters | https://learn.microsoft.com/en-us/azure/data-explorer/isolated-compute |\n| Choose optimal Azure Data Explorer compute SKU | https://learn.microsoft.com/en-us/azure/data-explorer/manage-cluster-choose-sku |\n| Plan vertical scaling and SKU changes for clusters | https://learn.microsoft.com/en-us/azure/data-explorer/manage-cluster-vertical-scaling |\n| Migrate Elasticsearch workloads to Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/migrate-elasticsearch-to-azure-data-explorer |\n| Use ADX pricing calculator for cluster planning | https://learn.microsoft.com/en-us/azure/data-explorer/pricing-calculator |\n| Optimize ADX cost per GB ingested | https://learn.microsoft.com/en-us/azure/data-explorer/pricing-cost-drivers |\n| Understand ADX reservation discount application | https://learn.microsoft.com/en-us/azure/data-explorer/pricing-reservation-discount |\n| Buy ADX reserved capacity to reduce markup costs | https://learn.microsoft.com/en-us/azure/data-explorer/pricing-reserved-capacity |\n\n### Architecture & Design Patterns\n| Topic | URL |\n|-------|-----|\n| Design ADX regional DR and replication solutions | https://learn.microsoft.com/en-us/azure/data-explorer/business-continuity-create-solution |\n| Use follower databases for cross-cluster ADX access | https://learn.microsoft.com/en-us/azure/data-explorer/follower |\n| Choose Azure Data Explorer multi-tenant architecture | https://learn.microsoft.com/en-us/azure/data-explorer/multi-tenant |\n\n### Limits & Quotas\n| Topic | URL |\n|-------|-----|\n| Understand automatic stop behavior for inactive clusters | https://learn.microsoft.com/en-us/azure/data-explorer/auto-stop-clusters |\n| Apply Event Grid ingestion file size limits in Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/create-event-grid-connection |\n| Delete and recover Azure Data Explorer clusters safely | https://learn.microsoft.com/en-us/azure/data-explorer/delete-cluster |\n| Understand invalid data behavior during ADX ingestion | https://learn.microsoft.com/en-us/azure/data-explorer/ingest-invalid-data |\n| Supported data and compression formats for Azure Data Explorer ingestion | https://learn.microsoft.com/en-us/azure/data-explorer/ingestion-supported-formats |\n| Use Azure Data Explorer free cluster limits | https://learn.microsoft.com/en-us/azure/data-explorer/start-for-free |\n| Upgrade free Azure Data Explorer clusters and remove limits | https://learn.microsoft.com/en-us/azure/data-explorer/start-for-free-upgrade |\n\n### Security\n| Topic | URL |\n|-------|-----|\n| Programmatically add Azure Data Explorer cluster principals | https://learn.microsoft.com/en-us/azure/data-explorer/add-cluster-principal |\n| Programmatically add Azure Data Explorer database principals | https://learn.microsoft.com/en-us/azure/data-explorer/add-database-principal |\n| Enable disk encryption for Azure Data Explorer clusters | https://learn.microsoft.com/en-us/azure/data-explorer/cluster-encryption-disk |\n| Configure encryption options for Azure Data Explorer clusters | https://learn.microsoft.com/en-us/azure/data-explorer/cluster-encryption-overview |\n| Configure managed identities on Azure Data Explorer clusters | https://learn.microsoft.com/en-us/azure/data-explorer/configure-managed-identities-cluster |\n| Configure cross-tenant access for Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/cross-tenant-query-and-commands |\n| Configure customer-managed keys for Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/customer-managed-keys |\n| Purge personal data from Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/data-purge-portal |\n| Authenticate external tables with managed identities | https://learn.microsoft.com/en-us/azure/data-explorer/external-tables-managed-identities |\n| Ingest data using managed identity authentication | https://learn.microsoft.com/en-us/azure/data-explorer/ingest-data-managed-identity |\n| Configure and manage Azure Data Explorer cluster locks | https://learn.microsoft.com/en-us/azure/data-explorer/manage-cluster-locks |\n| Configure Azure Data Explorer cluster RBAC permissions | https://learn.microsoft.com/en-us/azure/data-explorer/manage-cluster-permissions |\n| Configure database and table RBAC in Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/manage-database-permissions |\n| Use managed identities with Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/managed-identities-overview |\n| Apply built-in Azure Policy definitions to ADX | https://learn.microsoft.com/en-us/azure/data-explorer/policy-reference |\n| Securely connect private-endpoint clusters to Power BI | https://learn.microsoft.com/en-us/azure/data-explorer/power-bi-private-endpoint |\n| Create and authorize Microsoft Entra apps for Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/provision-entra-id-app |\n| Enable conditional access policies for Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/security-conditional-access |\n| Apply Azure Policy compliance controls to Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/security-controls-policy |\n| Configure managed private endpoints for Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/security-network-managed-private-endpoint-create |\n| Plan network security for Azure Data Explorer clusters | https://learn.microsoft.com/en-us/azure/data-explorer/security-network-overview |\n| Secure Azure Data Explorer with private endpoints | https://learn.microsoft.com/en-us/azure/data-explorer/security-network-private-endpoint |\n| Restrict outbound access from Azure Data Explorer clusters | https://learn.microsoft.com/en-us/azure/data-explorer/security-network-restrict-outbound-access |\n| Control public network access to Data Explorer clusters | https://learn.microsoft.com/en-us/azure/data-explorer/security-network-restrict-public-access |\n\n### Configuration\n| Topic | URL |\n|-------|-----|\n| Clone Azure Data Explorer database schemas with management commands | https://learn.microsoft.com/en-us/azure/data-explorer/clone-database-schema |\n| Programmatically configure Azure Data Explorer clusters | https://learn.microsoft.com/en-us/azure/data-explorer/create-cluster-database |\n| Use KQL database scripts in ARM deployments | https://learn.microsoft.com/en-us/azure/data-explorer/database-script |\n| Programmatically create Azure Data Explorer database and table policies | https://learn.microsoft.com/en-us/azure/data-explorer/database-table-policies |\n| Create cross-tenant Event Hubs data connections for Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/ingest-data-cross-tenant |\n| Install and run the ADX Kusto emulator | https://learn.microsoft.com/en-us/azure/data-explorer/kusto-emulator-install |\n| Manage language extension plugins in Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/language-extensions |\n| Reference metrics and logs for Azure Data Explorer monitoring | https://learn.microsoft.com/en-us/azure/data-explorer/monitor-data-explorer-reference |\n| Synchronize ADX schema with Sync Kusto tool | https://learn.microsoft.com/en-us/azure/data-explorer/sync-kusto |\n| Use T-SQL queries against Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/t-sql |\n| Customize Azure Data Explorer web UI environment settings | https://learn.microsoft.com/en-us/azure/data-explorer/web-customize-settings |\n| Configure cloud sync for Azure Data Explorer web UI profiles | https://learn.microsoft.com/en-us/azure/data-explorer/web-sync |\n| Use Azure Data Explorer web UI query keyboard shortcuts | https://learn.microsoft.com/en-us/azure/data-explorer/web-ui-query-keyboard-shortcuts |\n\n### Integrations & Coding Patterns\n| Topic | URL |\n|-------|-----|\n| Manage ADX with Azure PowerShell Kusto cmdlets | https://learn.microsoft.com/en-us/azure/data-explorer/azure-powershell |\n| Connect common SQL tools to Azure Data Explorer via emulation | https://learn.microsoft.com/en-us/azure/data-explorer/connect-common-apps |\n| Configure JDBC connectivity to Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/connect-jdbc |\n| Set up ODBC connections to Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/connect-odbc |\n| Query Azure Storage external tables from Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/external-azure-storage-tables-query |\n| Use ADX connector in Power Automate flows | https://learn.microsoft.com/en-us/azure/data-explorer/flow |\n| Automate ADX queries with Power Automate examples | https://learn.microsoft.com/en-us/azure/data-explorer/flow-usage |\n| Configure Grafana integration with Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/grafana |\n| Connect Splunk Enterprise to Azure Data Explorer for ingestion | https://learn.microsoft.com/en-us/azure/data-explorer/ingest-data-splunk |\n| Ingest data from Splunk Universal Forwarder into Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/ingest-data-splunk-uf |\n| Configure Telegraf Azure Data Explorer output plugin | https://learn.microsoft.com/en-us/azure/data-explorer/ingest-data-telegraf |\n| Use ADX input/output bindings in Azure Functions | https://learn.microsoft.com/en-us/azure/data-explorer/integrate-azure-functions |\n| Integrate MCP servers with Azure Data Explorer clusters | https://learn.microsoft.com/en-us/azure/data-explorer/integrate-mcp-servers |\n| Configure K2Bridge to use Azure Data Explorer in Kibana | https://learn.microsoft.com/en-us/azure/data-explorer/k2bridge |\n| Query ADX from Jupyter using Kqlmagic | https://learn.microsoft.com/en-us/azure/data-explorer/kqlmagic |\n| Query ADX as a linked server from SQL Server | https://learn.microsoft.com/en-us/azure/data-explorer/linked-server |\n| Run ADX queries via Logic Apps connector | https://learn.microsoft.com/en-us/azure/data-explorer/logic-apps |\n| Configure OpenTelemetry collector to ingest into Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/open-telemetry-connector |\n| Build Power Apps that query Azure Data Explorer via connector | https://learn.microsoft.com/en-us/azure/data-explorer/power-apps-connector |\n| Integrate Azure Data Explorer with Microsoft Purview | https://learn.microsoft.com/en-us/azure/data-explorer/purview |\n| Query Azure Data Explorer using the Python data client library | https://learn.microsoft.com/en-us/azure/data-explorer/python-query-data |\n| Query Azure Data Explorer from MATLAB using authorization tokens | https://learn.microsoft.com/en-us/azure/data-explorer/query-matlab |\n| Run cross-service queries between Azure Data Explorer and Azure Monitor | https://learn.microsoft.com/en-us/azure/data-explorer/query-monitor-data |\n| Use Redash native connector with Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/redash |\n| Use Serilog sink to stream logs into Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/serilog-sink |\n| Set up Sisense integration with Azure Data Explorer | https://learn.microsoft.com/en-us/azure/data-explorer/sisense |\n| Run KQL queries and stored functions over TDS from SQL clients | https://learn.microsoft.com/en-us/azure/data-explorer/sql-kql-queries-and-stored-functions |\n| Connect to Azure Data Explorer using SQL Server emulation (TDS endpoint) | https://learn.microsoft.com/en-us/azure/data-explorer/sql-server-emulation-overview |\n| Connect Azure Data Explorer to Tableau via ODBC | https://learn.microsoft.com/en-us/azure/data-explorer/tableau |\n| Debug KQL inline Python plugin code using Visual Studio Code | https://learn.microsoft.com/en-us/kusto/debug-inline-python?view=microsoft-fabric |\n\n### Deployment\n| Topic | URL |\n|-------|-----|\n| Automate provisioning of Azure Data Explorer environments | https://learn.microsoft.com/en-us/azure/data-explorer/automated-deploy-overview |\n| Use Azure DevOps pipelines for Azure Data Explorer schema deployment | https://learn.microsoft.com/en-us/azure/data-explorer/devops |\n| Migrate Azure Data Explorer clusters to availability zones | https://learn.microsoft.com/en-us/azure/data-explorer/migrate-cluster-to-multiple-availability-zone |\n| Migrate Azure Data Explorer VNet injection to private endpoints | https://learn.microsoft.com/en-us/azure/data-explorer/security-network-migrate-vnet-to-private-endpoint 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