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

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-L56	Diagnosing and fixing Stream Analytics job issues: error codes (config/data/external/internal), input/output connection failures, query/UDF bugs, and using diagrams, metrics, and resource logs to debug.
Best Practices	L57-L75	Guidance on designing, scaling, optimizing, and troubleshooting Stream Analytics jobs, including queries, partitions, time handling, inputs/outputs, metrics, alerts, and geospatial/ML patterns
Decision Making	L76-L82	Guidance on choosing Stream Analytics developer tools, migrating projects from Visual Studio to VS Code, and comparing Azure real-time/stream processing services for your scenario.
Architecture & Design Patterns	L83-L88	Architectural patterns and best practices for designing resilient, geo-redundant Azure Stream Analytics solutions, including reference topologies and high-availability job designs.
Limits & Quotas	L89-L94	Configuring and tuning Stream Analytics streaming units and clusters, including how to resize, scale performance, and understand capacity limits and resource quotas.
Security	L95-L114	Securing Stream Analytics jobs: managed identities for inputs/outputs, private endpoints/VNet integration, data protection, credential rotation, and Azure Policy compliance controls.
Configuration	L115-L149	Configuring Stream Analytics jobs: inputs/outputs (SQL, Cosmos DB, Event Hubs, Kafka, Power BI, Delta Lake, etc.), partitioning, autoscale, compatibility, monitoring, alerts, and error policies.
Integrations & Coding Patterns	L150-L169	Patterns for integrating Stream Analytics with Kafka, Azure ML, Functions, Schema Registry, and for writing UDFs/aggregates, parsing formats, and doing ML/anomaly detection.
Deployment	L170-L185	Deploying, starting/stopping, scaling, and moving Stream Analytics jobs and clusters, plus CI/CD automation via ARM/Bicep, GitHub Actions, Azure DevOps, npm/NuGet, and IoT Edge/Stack Hub.

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
Understand Stream Analytics resource log data errors	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 Stream Analytics job diagram and metrics to troubleshoot jobs	https://learn.microsoft.com/en-us/azure/stream-analytics/job-diagram-with-metrics
Troubleshoot Stream Analytics jobs using 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
Troubleshoot Stream Analytics input connection issues	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-troubleshoot-input
Troubleshoot Stream Analytics output connection issues	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-troubleshoot-output
Troubleshoot Azure Stream Analytics query problems	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
Apply best practices for Stream Analytics to Cosmos DB	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-documentdb-output
Analyze Stream Analytics job performance using metrics and dimensions	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-analysis-with-metric-dimensions
Improve Azure Stream Analytics job reliability and upgrades	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-job-reliability
Use query parallelization to scale Stream Analytics jobs	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-parallelization
Scale Azure Stream Analytics jobs up and out	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-scale-jobs
Scale ML Studio classic functions in Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-scale-with-machine-learning-functions
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 strategies in Azure Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-time-handling

Decision Making

Topic	URL
Select developer tools for Azure Stream Analytics jobs	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 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
Apply Azure Stream Analytics solution architecture patterns	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-solution-patterns

Limits & Quotas

Topic	URL
Resize Azure Stream Analytics clusters by streaming units	https://learn.microsoft.com/en-us/azure/stream-analytics/scale-cluster
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
Authenticate Stream Analytics blob outputs with managed identity	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
Authenticate Stream Analytics Power BI outputs via managed identity	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
Run Stream Analytics jobs inside Azure 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 for SQL Database and Synapse outputs	https://learn.microsoft.com/en-us/azure/stream-analytics/sql-database-output-managed-identity
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 late arrival and out-of-order event policies in 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 output for Azure Stream Analytics visualizations	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
Use Azure SQL Database as reference data input for Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/sql-reference-data
Configure compatibility levels for Azure Stream Analytics jobs	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-compatibility-level
Set custom blob output partitioning for Stream Analytics jobs	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
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
Monitor Stream Analytics jobs using Azure portal metrics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-monitoring
Configure output error handling policies in Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-output-error-policy
Configure Protobuf input deserialization in Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-parsing-protobuf
Set up Azure Monitor alerts for Stream Analytics jobs	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-set-up-alerts
Use reference data lookups in Azure Stream Analytics queries	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-use-reference-data
Set up Azure Table storage output for Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/table-storage-output
Configure Azure Stream Analytics to write to Delta Lake tables	https://learn.microsoft.com/en-us/azure/stream-analytics/write-to-delta-lake

Integrations & Coding Patterns

Topic	URL
Use Confluent Cloud Kafka as Stream Analytics input	https://learn.microsoft.com/en-us/azure/stream-analytics/confluent-kafka-input
Send Stream Analytics output to Confluent Cloud Kafka	https://learn.microsoft.com/en-us/azure/stream-analytics/confluent-kafka-output
Integrate Azure Machine Learning models as Stream Analytics UDFs	https://learn.microsoft.com/en-us/azure/stream-analytics/machine-learning-udf
Use Azure Functions to upsert SQL data from Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/sql-database-upsert
Connect Azure Stream Analytics jobs to Kafka streams	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-define-kafka-input
Manage Stream Analytics jobs with .NET Management SDK	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-dotnet-management-sdk
Write C# user-defined functions for Stream Analytics in Visual Studio	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-edge-csharp-udf
Develop .NET Standard user-defined functions for Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-edge-csharp-udf-methods
Implement linear regression in Stream Analytics for trading	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-high-frequency-trading
Configure ML Studio classic endpoints in Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-how-to-configure-azure-machine-learning-endpoints-in-stream-analytics
Create JavaScript user-defined aggregates in Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-javascript-user-defined-aggregates
Implement JavaScript user-defined functions in Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-javascript-user-defined-functions
Use built-in ML anomaly detection in Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-machine-learning-anomaly-detection
Integrate Stream Analytics with Azure Machine Learning Studio (classic)	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-machine-learning-integration-tutorial
Parse JSON, Avro, and complex data in Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-parsing-json
Integrate Azure Stream Analytics with Event Hubs Schema Registry	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-schema-registry-integration

Deployment

Topic	URL
Generate and deploy Stream Analytics jobs with Bicep	https://learn.microsoft.com/en-us/azure/stream-analytics/cicd-deploy-with-bicep
Deploy Stream Analytics jobs using GitHub Actions workflows	https://learn.microsoft.com/en-us/azure/stream-analytics/cicd-github-actions
Use ASA CI/CD npm package to build and deploy jobs	https://learn.microsoft.com/en-us/azure/stream-analytics/cicd-tools
Move Azure Stream Analytics clusters across regions	https://learn.microsoft.com/en-us/azure/stream-analytics/move-cluster
Deploy Stream Analytics edge jobs to Azure Stack Hub	https://learn.microsoft.com/en-us/azure/stream-analytics/on-azure-stack
Export Stream Analytics jobs as ARM templates	https://learn.microsoft.com/en-us/azure/stream-analytics/resource-manager-export
Set up Azure DevOps CI/CD for Stream Analytics	https://learn.microsoft.com/en-us/azure/stream-analytics/set-up-cicd-pipeline
Start Azure Stream Analytics jobs via portal, PowerShell, and Visual Studio	https://learn.microsoft.com/en-us/azure/stream-analytics/start-job
Configure autoscale streaming units for Stream Analytics jobs	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-autoscale
Implement CI/CD for Stream Analytics on IoT Edge via REST	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-cicd-api
Stop and delete Azure Stream Analytics jobs safely	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-clean-up-your-job
Deploy Azure Stream Analytics jobs to IoT Edge devices	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-edge
Use Stream Analytics CI/CD NuGet package with MSBuild	https://learn.microsoft.com/en-us/azure/stream-analytics/stream-analytics-tools-for-visual-studio-cicd