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azure-stream-analytics

Expert knowledge for Azure Stream Analytics development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building ASA jobs with Event Hubs/Kafka, Cosmos/SQL outputs, autoscale, VNets/private endpoints, or edge/IoT workloads, and other Azure Stream Analytics related development tasks. Not for Azure Data Explorer (use azure-data-explorer), Azure Synapse Analytics (use azure-synapse-analytics), Azure HDInsight (use azure-hdinsight), Azure Event Hubs (use azure-event-hubs).

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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

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

CategoryLinesDescription
TroubleshootingL37-L58Diagnosing 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 PracticesL59-L73Best practices for Stream Analytics job design, query patterns, performance tuning, scaling, reliability, time handling, geospatial logic, ML/Cosmos/SQL outputs, and alerting.
Decision MakingL74-L82Guidance on choosing Stream Analytics tools and services, migrating from Visual Studio/.NET UDFs, and configuring autoscale and real-time processing options.
Architecture & Design PatternsL83-L88Designing resilient, geo-redundant Stream Analytics topologies and scaling jobs using Streaming Units, input/output partitioning, and performance tuning patterns.
Limits & QuotasL89-L96Limits, sizing, and performance of Stream Analytics: Event Hubs output size caps, streaming unit/cluster scaling, and IoT Edge-specific limits and support.
SecurityL97-L117Securing 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.
ConfigurationL118-L149Configuring 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 PatternsL150-L166Patterns and code for integrating Stream Analytics with Kafka, SQL, Azure ML, UDFs (C#/JS), anomaly detection, schema registry, and advanced scenarios like HFT and .NET job management
DeploymentL167-L180Automating 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

TopicURL
Resolve Stream Analytics configuration error codeshttps://learn.microsoft.com/en-us/azure/stream-analytics/configuration-error-codes
Resolve Stream Analytics data error codeshttps://learn.microsoft.com/en-us/azure/stream-analytics/data-error-codes
Resolve data errors in Azure Stream Analytics jobshttps://learn.microsoft.com/en-us/azure/stream-analytics/data-errors
Debug Stream Analytics queries locally with Visual Studio job diagramhttps://learn.microsoft.com/en-us/azure/stream-analytics/debug-locally-using-job-diagram
Debug Stream Analytics queries locally with VS Code job diagramhttps://learn.microsoft.com/en-us/azure/stream-analytics/debug-locally-using-job-diagram-vs-code
Debug user-defined functions in Azure Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/debug-user-defined-functions
Resolve Stream Analytics external availability error codeshttps://learn.microsoft.com/en-us/azure/stream-analytics/external-availability-error-codes
Resolve Stream Analytics external error codeshttps://learn.microsoft.com/en-us/azure/stream-analytics/external-error-codes
Resolve Stream Analytics internal error codeshttps://learn.microsoft.com/en-us/azure/stream-analytics/internal-error-codes
Use job diagram metrics to troubleshoot Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/job-diagram-with-metrics
Diagnose Azure Stream Analytics job performancehttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-analysis-with-metric-dimensions
Troubleshoot Stream Analytics jobs with resource logshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-diagnostic-logs
Debug Stream Analytics jobs with logical job diagramhttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-logical-diagram-with-metrics
Use physical job diagram metrics to debug Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-physical-diagram-with-metrics
Monitor and troubleshoot Azure Stream Analytics jobshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-monitoring
Diagnose and fix Azure Stream Analytics input issueshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-troubleshoot-input
Troubleshoot Azure Stream Analytics output connection problemshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-troubleshoot-output
Troubleshoot Azure Stream Analytics query issueshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-troubleshoot-query

Best Practices

TopicURL
Develop and debug Azure Stream Analytics jobs locallyhttps://learn.microsoft.com/en-us/azure/stream-analytics/develop-locally
Build geofencing and geospatial aggregation with Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/geospatial-scenarios
Implement input validation patterns for Stream Analytics resiliencyhttps://learn.microsoft.com/en-us/azure/stream-analytics/input-validation
Optimize Stream Analytics query performance with Job Simulationhttps://learn.microsoft.com/en-us/azure/stream-analytics/optimize-query-using-job-diagram-simulator
Optimize non-parallelizable Stream Analytics jobs with repartitioninghttps://learn.microsoft.com/en-us/azure/stream-analytics/repartition
Improve Azure Stream Analytics job reliability and upgradeshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-reliability
Optimize Azure Stream Analytics with query parallelizationhttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-parallelization
Optimize Azure SQL Database output performance for Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-sql-output-perf
Apply common query patterns in Azure Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-stream-analytics-query-patterns
Implement configurable threshold-based alerting in Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-threshold-based-rules
Design time handling and lateness in Azure Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-time-handling

Decision Making

TopicURL
Choose Azure Stream Analytics portal vs VS Code toolshttps://learn.microsoft.com/en-us/azure/stream-analytics/feature-comparison
Migrate Stream Analytics projects from Visual Studio to VS Codehttps://learn.microsoft.com/en-us/azure/stream-analytics/migrate-to-vscode
Choose and configure autoscale for Stream Analytics SUshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-autoscale
Migrate from .NET UDFs to JavaScript in Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-edge-csharp-udf-methods
Choose Azure real-time and stream processing serviceshttps://learn.microsoft.com/en-us/azure/stream-analytics/streaming-technologies

Architecture & Design Patterns

TopicURL
Design geo-redundant Azure Stream Analytics job architectureshttps://learn.microsoft.com/en-us/azure/stream-analytics/geo-redundancy
Scale Azure Stream Analytics jobs with SUs and partitioninghttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-scale-jobs

Limits & Quotas

TopicURL
Use Event Hubs as Stream Analytics output with size limitshttps://learn.microsoft.com/en-us/azure/stream-analytics/event-hubs-output
Resize Azure Stream Analytics clusters by streaming unitshttps://learn.microsoft.com/en-us/azure/stream-analytics/scale-cluster
Understand Azure Stream Analytics on IoT Edge limits and supporthttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-edge
Understand and tune Azure Stream Analytics streaming unitshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-streaming-unit-consumption

Security

TopicURL
Configure managed identity for Azure Data Explorer outputshttps://learn.microsoft.com/en-us/azure/stream-analytics/azure-data-explorer-managed-identity
Configure managed identity auth for Stream Analytics Blob outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/blob-output-managed-identity
Securely connect Stream Analytics jobs to Azure VNetshttps://learn.microsoft.com/en-us/azure/stream-analytics/connect-job-to-vnet
Use managed identities for Cosmos DB outputs in Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/cosmos-db-managed-identity
Configure data protection for Azure Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/data-protection
Access Event Hubs from Stream Analytics with managed identitieshttps://learn.microsoft.com/en-us/azure/stream-analytics/event-hubs-managed-identity
Apply built-in Azure Policy definitions to Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/policy-reference
Set up managed identity authentication for Stream Analytics Power BI outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/powerbi-output-managed-identity
Configure Stream Analytics cluster managed private endpointshttps://learn.microsoft.com/en-us/azure/stream-analytics/private-endpoints
Secure Azure Stream Analytics jobs in virtual networkshttps://learn.microsoft.com/en-us/azure/stream-analytics/run-job-in-virtual-network
Apply Azure Policy compliance controls to Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/security-controls-policy
Send Stream Analytics outputs to Service Bus with managed identityhttps://learn.microsoft.com/en-us/azure/stream-analytics/service-bus-managed-identity
Use managed identities from Stream Analytics to Azure SQL and Synapsehttps://learn.microsoft.com/en-us/azure/stream-analytics/sql-database-output-managed-identity
Configure Kafka input and security for Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-define-kafka-input
Rotate input and output credentials for Azure Stream Analytics jobshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-login-credentials-inputs-outputs
Use managed identities with Azure Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-managed-identities-overview
Configure user-assigned managed identities for Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-user-assigned-managed-identity-overview

Configuration

TopicURL
Configure Azure Cosmos DB as Stream Analytics outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/azure-cosmos-db-output
Configure Azure Data Explorer as Stream Analytics outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/azure-database-explorer-output
Connect Azure Stream Analytics outputs to Azure Functionshttps://learn.microsoft.com/en-us/azure/stream-analytics/azure-functions-output
Configure Azure Synapse Analytics dedicated SQL pool as Stream Analytics outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/azure-synapse-analytics-output
Configure Blob Storage and Data Lake Gen2 outputs for Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/blob-storage-azure-data-lake-gen2-output
Configure Stream Analytics autoscale settings via CI/CD toolhttps://learn.microsoft.com/en-us/azure/stream-analytics/cicd-autoscale
Configure event ordering policies in Azure Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/event-ordering
Reference for Stream Analytics JobConfig.json fields in VS Codehttps://learn.microsoft.com/en-us/azure/stream-analytics/job-config-json
Configure Kafka output for Azure Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/kafka-output
Configure monitoring for Azure Stream Analytics with Azure Monitorhttps://learn.microsoft.com/en-us/azure/stream-analytics/monitor-azure-stream-analytics
Reference for Azure Stream Analytics monitoring metrics and logshttps://learn.microsoft.com/en-us/azure/stream-analytics/monitor-azure-stream-analytics-reference
Configure Azure Database for PostgreSQL as Stream Analytics outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/postgresql-database-output
Configure Power BI as an Azure Stream Analytics outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/power-bi-output
Configure Service Bus queues as Stream Analytics outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/service-bus-queues-output
Configure Service Bus topics as Stream Analytics outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/service-bus-topics-output
Configure Azure SQL Database as Stream Analytics outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/sql-database-output
Configure Azure SQL Database as Stream Analytics outputhttps://learn.microsoft.com/en-us/azure/stream-analytics/sql-db-table
Configure compatibility levels for Azure Stream Analytics jobshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-compatibility-level
Configure custom blob output partitioning in Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-custom-path-patterns-blob-storage-output
Configure input sources for Azure Stream Analytics jobshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-define-inputs
Configure Azure Cosmos DB output for Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-documentdb-output
Monitor and manage Stream Analytics jobs with PowerShellhttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-monitor-and-manage-jobs-use-powershell
Programmatically enable and configure Stream Analytics job monitoringhttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-monitor-jobs
Configure output error handling policies in Azure Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-output-error-policy
Configure Protobuf input deserialization in Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-parsing-protobuf
Set up Azure Monitor alerts for Stream Analytics jobshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-set-up-alerts
Set up Azure Table storage output for Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/table-storage-output
Configure Azure Stream Analytics output to Delta Lakehttps://learn.microsoft.com/en-us/azure/stream-analytics/write-to-delta-lake

Integrations & Coding Patterns

TopicURL
Use Confluent Cloud Kafka as Stream Analytics inputhttps://learn.microsoft.com/en-us/azure/stream-analytics/confluent-kafka-input
Send Stream Analytics output to Confluent Cloud Kafkahttps://learn.microsoft.com/en-us/azure/stream-analytics/confluent-kafka-output
Integrate Azure Machine Learning models as Stream Analytics UDFshttps://learn.microsoft.com/en-us/azure/stream-analytics/machine-learning-udf
Implement SQL UPDATE/UPSERT via Azure Functions from Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/sql-database-upsert
Configure Azure SQL Database as reference inputhttps://learn.microsoft.com/en-us/azure/stream-analytics/sql-reference-data
Manage Stream Analytics jobs with .NET Management SDKhttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-dotnet-management-sdk
Write C# user-defined functions for Stream Analytics in Visual Studiohttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-edge-csharp-udf
Implement high-frequency trading with Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-high-frequency-trading
Create JavaScript user-defined aggregates in Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-javascript-user-defined-aggregates
Implement JavaScript UDFs in Azure Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-javascript-user-defined-functions
Use built-in ML anomaly detection in Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-machine-learning-anomaly-detection
Parse JSON, Avro, and complex data in Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-parsing-json
Integrate Azure Stream Analytics with Event Hubs Schema Registryhttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-schema-registry-integration

Deployment

TopicURL
Generate and deploy Stream Analytics jobs with Bicephttps://learn.microsoft.com/en-us/azure/stream-analytics/cicd-deploy-with-bicep
Deploy Stream Analytics jobs using GitHub Actions workflowshttps://learn.microsoft.com/en-us/azure/stream-analytics/cicd-github-actions
Migrate Azure Stream Analytics jobs across regionshttps://learn.microsoft.com/en-us/azure/stream-analytics/move-across-regions
Move Azure Stream Analytics clusters across regionshttps://learn.microsoft.com/en-us/azure/stream-analytics/move-cluster
Deploy Stream Analytics edge jobs to Azure Stack Hubhttps://learn.microsoft.com/en-us/azure/stream-analytics/on-azure-stack
Export Stream Analytics jobs as ARM templateshttps://learn.microsoft.com/en-us/azure/stream-analytics/resource-manager-export
Set up Azure DevOps CI/CD for Stream Analyticshttps://learn.microsoft.com/en-us/azure/stream-analytics/set-up-cicd-pipeline
Start Azure Stream Analytics jobs via portal, PowerShell, and Visual Studiohttps://learn.microsoft.com/en-us/azure/stream-analytics/start-job
Implement CI/CD for Stream Analytics on IoT Edge via RESThttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-cicd-api
Stop and delete Azure Stream Analytics jobs safelyhttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-clean-up-your-job
Use Stream Analytics CI/CD NuGet package with MSBuildhttps://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-tools-for-visual-studio-cicd

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