azure-stream-analytics

# Azure Stream Analytics Skill This skill provides expert guidance for Azure Stream Analytics. 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. ## How to Use This Skill > **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 > **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) This skill requires **network access** to fetch documentation content: - **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown. - **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown. ## Category Index | Category | Lines | Description | |----------|-------|-------------| | Troubleshooting | L37-L58 | Diagnosing and fixing Stream Analytics job errors (config, data, internal/external), performance issues, and input/output/query problems using logs and job diagrams (logical/physical). | | Best Practices | L59-L73 | Best practices for Stream Analytics job design, query patterns, performance tuning, scaling, reliability, time handling, geospatial logic, ML/Cosmos/SQL outputs, and alerting. | | Decision Making | L74-L82 | Guidance on choosing Stream Analytics tools and services, migrating from Visual Studio/.NET UDFs, and configuring autoscale and real-time processing options. | | Architecture & Design Patterns | L83-L88 | Designing resilient, geo-redundant Stream Analytics topologies and scaling jobs using Streaming Units, input/output partitioning, and performance tuning patterns. | | Limits & Quotas | L89-L95 | Info on Stream Analytics capacity limits, streaming units (SUs), how to size/resize clusters, performance tuning, and specific constraints for Azure Stream Analytics on IoT Edge. | | Security | L96-L116 | Securing Stream Analytics jobs: managed identities for inputs/outputs (Event Hubs, SQL, Synapse, Cosmos, Blob, Service Bus, Power BI), VNet/private endpoints, data protection, and Azure Policy compliance. | | Configuration | L117-L149 | Configuring Stream Analytics jobs: inputs, outputs (Cosmos DB, SQL, Event Hubs, Kafka, Power BI, Delta Lake, etc.), autoscale, ordering, error handling, monitoring, and compatibility. | | Integrations & Coding Patterns | L150-L166 | Patterns for connecting Stream Analytics to Kafka/SQL/ML, using UDFs/aggregates, handling complex formats, HFT scenarios, and managing jobs via .NET and schema registry. | | Deployment | L167-L180 | Automating deployment, migration, and lifecycle (start/stop/delete) of Stream Analytics jobs and clusters using ARM/Bicep, GitHub Actions, Azure DevOps, REST, and edge/Stack Hub tools | ### Troubleshooting | Topic | URL | |-------|-----| | Resolve Stream Analytics configuration error codes | https://learn.microsoft.com/en-us/azure/stream-analytics/configuration-error-codes | | Resolve Stream Analytics data error codes | https://learn.microsoft.com/en-us/azure/stream-analytics/data-error-codes | | Resolve data errors in Azure Stream Analytics jobs | https://learn.microsoft.com/en-us/azure/stream-analytics/data-errors | | Debug Stream Analytics queries locally with Visual Studio job diagram | https://learn.microsoft.com/en-us/azure/stream-analytics/debug-locally-using-job-diagram | | Debug Stream Analytics queries locally with VS Code job diagram | https://learn.microsoft.com/en-us/azure/stream-analytics/debug-locally-using-job-diagram-vs-code | | Debug user-defined functions in Azure Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/debug-user-defined-functions | | Resolve Stream Analytics external availability error codes | https://learn.microsoft.com/en-us/azure/stream-analytics/external-availability-error-codes | | Resolve Stream Analytics external error codes | https://learn.microsoft.com/en-us/azure/stream-analytics/external-error-codes | | Resolve Stream Analytics internal error codes | https://learn.microsoft.com/en-us/azure/stream-analytics/internal-error-codes | | Use job diagram metrics to troubleshoot Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/job-diagram-with-metrics | | Diagnose Azure Stream Analytics job performance | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-analysis-with-metric-dimensions | | Troubleshoot Stream Analytics jobs with resource logs | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-diagnostic-logs | | Debug Stream Analytics jobs with logical job diagram | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-logical-diagram-with-metrics | | Use physical job diagram metrics to debug Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-physical-diagram-with-metrics | | Monitor and troubleshoot Azure Stream Analytics jobs | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-monitoring | | Diagnose and fix Azure Stream Analytics input issues | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-troubleshoot-input | | Troubleshoot Azure Stream Analytics output connection problems | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-troubleshoot-output | | Troubleshoot Azure Stream Analytics query issues | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-troubleshoot-query | ### Best Practices | Topic | URL | |-------|-----| | Develop and debug Azure Stream Analytics jobs locally | https://learn.microsoft.com/en-us/azure/stream-analytics/develop-locally | | Build geofencing and geospatial aggregation with Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/geospatial-scenarios | | Implement input validation patterns for Stream Analytics resiliency | https://learn.microsoft.com/en-us/azure/stream-analytics/input-validation | | Optimize Stream Analytics query performance with Job Simulation | https://learn.microsoft.com/en-us/azure/stream-analytics/optimize-query-using-job-diagram-simulator | | Optimize non-parallelizable Stream Analytics jobs with repartitioning | https://learn.microsoft.com/en-us/azure/stream-analytics/repartition | | Improve Azure Stream Analytics job reliability and upgrades | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-reliability | | Optimize Azure Stream Analytics with query parallelization | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-parallelization | | Optimize Azure SQL Database output performance for Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-sql-output-perf | | Apply common query patterns in Azure Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-stream-analytics-query-patterns | | Implement configurable threshold-based alerting in Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-threshold-based-rules | | Design time handling and lateness in Azure Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-time-handling | ### Decision Making | Topic | URL | |-------|-----| | Choose Azure Stream Analytics portal vs VS Code tools | https://learn.microsoft.com/en-us/azure/stream-analytics/feature-comparison | | Migrate Stream Analytics projects from Visual Studio to VS Code | https://learn.microsoft.com/en-us/azure/stream-analytics/migrate-to-vscode | | Choose and configure autoscale for Stream Analytics SUs | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-autoscale | | Migrate from .NET UDFs to JavaScript in Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-edge-csharp-udf-methods | | Choose Azure real-time and stream processing services | https://learn.microsoft.com/en-us/azure/stream-analytics/streaming-technologies | ### Architecture & Design Patterns | Topic | URL | |-------|-----| | Design geo-redundant Azure Stream Analytics job architectures | https://learn.microsoft.com/en-us/azure/stream-analytics/geo-redundancy | | Scale Azure Stream Analytics jobs with SUs and partitioning | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-scale-jobs | ### Limits & Quotas | Topic | URL | |-------|-----| | Resize Azure Stream Analytics clusters by streaming units | https://learn.microsoft.com/en-us/azure/stream-analytics/scale-cluster | | Understand Azure Stream Analytics on IoT Edge limits and support | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-edge | | Understand and tune Azure Stream Analytics streaming units | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-streaming-unit-consumption | ### Security | Topic | URL | |-------|-----| | Configure managed identity for Azure Data Explorer outputs | https://learn.microsoft.com/en-us/azure/stream-analytics/azure-data-explorer-managed-identity | | Configure managed identity auth for Stream Analytics Blob output | https://learn.microsoft.com/en-us/azure/stream-analytics/blob-output-managed-identity | | Securely connect Stream Analytics jobs to Azure VNets | https://learn.microsoft.com/en-us/azure/stream-analytics/connect-job-to-vnet | | Use managed identities for Cosmos DB outputs in Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/cosmos-db-managed-identity | | Configure data protection for Azure Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/data-protection | | Access Event Hubs from Stream Analytics with managed identities | https://learn.microsoft.com/en-us/azure/stream-analytics/event-hubs-managed-identity | | Apply built-in Azure Policy definitions to Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/policy-reference | | Set up managed identity authentication for Stream Analytics Power BI output | https://learn.microsoft.com/en-us/azure/stream-analytics/powerbi-output-managed-identity | | Configure Stream Analytics cluster managed private endpoints | https://learn.microsoft.com/en-us/azure/stream-analytics/private-endpoints | | Secure Azure Stream Analytics jobs in virtual networks | https://learn.microsoft.com/en-us/azure/stream-analytics/run-job-in-virtual-network | | Apply Azure Policy compliance controls to Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/security-controls-policy | | Send Stream Analytics outputs to Service Bus with managed identity | https://learn.microsoft.com/en-us/azure/stream-analytics/service-bus-managed-identity | | Use managed identities from Stream Analytics to Azure SQL and Synapse | https://learn.microsoft.com/en-us/azure/stream-analytics/sql-database-output-managed-identity | | Configure Kafka input and security for Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-define-kafka-input | | Rotate input and output credentials for Azure Stream Analytics jobs | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-login-credentials-inputs-outputs | | Use managed identities with Azure Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-managed-identities-overview | | Configure user-assigned managed identities for Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-user-assigned-managed-identity-overview | ### Configuration | Topic | URL | |-------|-----| | Configure Azure Cosmos DB as Stream Analytics output | https://learn.microsoft.com/en-us/azure/stream-analytics/azure-cosmos-db-output | | Configure Azure Data Explorer as Stream Analytics output | https://learn.microsoft.com/en-us/azure/stream-analytics/azure-database-explorer-output | | Connect Azure Stream Analytics outputs to Azure Functions | https://learn.microsoft.com/en-us/azure/stream-analytics/azure-functions-output | | Configure Azure Synapse Analytics dedicated SQL pool as Stream Analytics output | https://learn.microsoft.com/en-us/azure/stream-analytics/azure-synapse-analytics-output | | Configure Blob Storage and Data Lake Gen2 outputs for Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/blob-storage-azure-data-lake-gen2-output | | Configure Stream Analytics autoscale settings via CI/CD tool | https://learn.microsoft.com/en-us/azure/stream-analytics/cicd-autoscale | | Configure Azure Event Hubs as output for Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/event-hubs-output | | Configure event ordering policies in Azure Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/event-ordering | | Reference for Stream Analytics JobConfig.json fields in VS Code | https://learn.microsoft.com/en-us/azure/stream-analytics/job-config-json | | Configure Kafka output for Azure Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/kafka-output | | Configure monitoring for Azure Stream Analytics with Azure Monitor | https://learn.microsoft.com/en-us/azure/stream-analytics/monitor-azure-stream-analytics | | Reference for Azure Stream Analytics monitoring metrics and logs | https://learn.microsoft.com/en-us/azure/stream-analytics/monitor-azure-stream-analytics-reference | | Configure Azure Database for PostgreSQL as Stream Analytics output | https://learn.microsoft.com/en-us/azure/stream-analytics/postgresql-database-output | | Configure Power BI as an Azure Stream Analytics output | https://learn.microsoft.com/en-us/azure/stream-analytics/power-bi-output | | Configure Service Bus queues as Stream Analytics output | https://learn.microsoft.com/en-us/azure/stream-analytics/service-bus-queues-output | | Configure Service Bus topics as Stream Analytics output | https://learn.microsoft.com/en-us/azure/stream-analytics/service-bus-topics-output | | Configure Azure SQL Database as Stream Analytics output | https://learn.microsoft.com/en-us/azure/stream-analytics/sql-database-output | | Configure Azure SQL Database as Stream Analytics output | https://learn.microsoft.com/en-us/azure/stream-analytics/sql-db-table | | Configure compatibility levels for Azure Stream Analytics jobs | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-compatibility-level | | Configure custom blob output partitioning in Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-custom-path-patterns-blob-storage-output | | Configure input sources for Azure Stream Analytics jobs | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-define-inputs | | Configure Azure Cosmos DB output for Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-documentdb-output | | Monitor and manage Stream Analytics jobs with PowerShell | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-monitor-and-manage-jobs-use-powershell | | Programmatically enable and configure Stream Analytics job monitoring | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-monitor-jobs | | Configure output error handling policies in Azure Stream Analytics | https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-output-error-policy |