azure-iot-operations

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Expert knowledge for Azure IoT Operations development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building MQTT/Kafka data flows, WASM/ONNX transforms, OPC UA connectors, ADX/Fabric sinks, or Arc deployments, and other Azure IoT Operations related development tasks. Not for Azure IoT (use azure-iot), Azure IoT Hub (use azure-iot-hub), Azure IoT Edge (use azure-iot-edge), Azure IoT Central (use azure-iot-central).

MicrosoftDocs By MicrosoftDocs schedule Updated 6/9/2026

name: azure-iot-operations description: Expert knowledge for Azure IoT Operations development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when designing MQTT/OPC UA data flows, WASM/ONNX processing, state store usage, or Arc Kubernetes deployments, and other Azure IoT Operations related development tasks. Not for Azure IoT Hub (use azure-iot-hub), Azure IoT Edge (use azure-iot-edge), Azure IoT Central (use azure-iot-central), Azure Defender For Iot (use azure-defender-for-iot). compatibility: Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation. metadata: generated_at: "2026-06-21" generator: "docs2skills/1.0.0"

Azure IoT Operations Skill

This skill provides expert guidance for Azure IoT Operations. Covers troubleshooting, best practices, decision making, 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 L36-L44 Diagnosing and fixing Azure IoT Operations issues: debugging WASM modules, private network connectivity, health reason codes, known component bugs, and deployment/runtime failures.
Best Practices L45-L51 Production-ready guidance for Azure IoT Operations: deployment patterns, high availability design for the MQTT broker, and using the state store for durable, persistent edge data.
Decision Making L52-L63 Guidance on designing Azure IoT Operations deployments: choosing data flows vs graphs, sizing and topology, and planning MQTT broker endpoints, buffering, persistence, and diagnostics.
Limits & Quotas L64-L69 Planning baseline resource and capacity needs for Azure IoT Operations, and reviewing supported MQTT features, limits, and control capabilities in the broker.
Security L70-L87 Securing Azure IoT Operations: TLS/cert management, MQTT authz/authn and encryption, OPC UA trust, private connectivity, RBAC roles, secrets handling, and image validation.
Configuration L88-L123 Configuring and monitoring Azure IoT Operations data flows, endpoints, connectors, schemas, buffering, storage, and observability/metrics for MQTT, Kafka, ADX, Fabric, media, and OPC UA.
Integrations & Coding Patterns L124-L142 Designing IoT data flows: expressions, filters, maps, routing (MQTT/OPC UA), windowed aggregations, and custom WASM/Akri/ONNX/state-store integrations and connectors.
Deployment L143-L154 Installing, configuring, upgrading, cloning, and removing Azure IoT Operations on Arc-enabled Kubernetes, including secure production, test, private-network, and WASM/graph deployments.

Troubleshooting

Topic URL
Debug Azure IoT WASM modules in VS Code https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-debug-wasm-modules
Troubleshoot private connectivity in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/manage-layered-network/howto-troubleshoot-private-connectivity
Interpret Azure IoT Operations health reason codes https://learn.microsoft.com/en-us/azure/iot-operations/reference/health-status-reason-codes
Resolve known issues in Azure IoT Operations components https://learn.microsoft.com/en-us/azure/iot-operations/troubleshoot/known-issues
Troubleshoot deployment and runtime issues in IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/troubleshoot/troubleshoot

Best Practices

Topic URL
Apply production deployment guidelines for Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/concept-production-guidelines
Design highly available edge apps with Azure IoT Operations MQTT broker https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/overview-edge-apps
Use Azure IoT Operations state store for persistent edge data https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/overview-state-store

Decision Making

Topic URL
Choose and configure Azure IoT Operations data flow endpoints https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-dataflow-endpoint
Choose between data flows and data flow graphs in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/overview-dataflow-comparison
Use Azure IoT Operations production deployment sizing examples https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/concept-production-examples
Plan Azure IoT Operations deployment topology and sizing https://learn.microsoft.com/en-us/azure/iot-operations/deployment-plan/deployment-planning
Plan MQTT broker diagnostics configuration https://learn.microsoft.com/en-us/azure/iot-operations/deployment-plan/deployment-planning-diagnostics
Plan disk-backed message buffering for MQTT broker https://learn.microsoft.com/en-us/azure/iot-operations/deployment-plan/deployment-planning-disk-buffer
Plan advanced MQTT client options for IoT broker https://learn.microsoft.com/en-us/azure/iot-operations/deployment-plan/deployment-planning-mqtt-options
Plan MQTT broker data persistence in IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/deployment-plan/deployment-planning-persistence

Limits & Quotas

Topic URL
Plan Azure IoT Operations baseline resource usage https://learn.microsoft.com/en-us/azure/iot-operations/reference/concept-resource-profiles
Review MQTT feature and control support in broker https://learn.microsoft.com/en-us/azure/iot-operations/reference/mqtt-support

Security

Topic URL
Configure custom certificate issuer for IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-bring-your-own-issuer
Plan internal traffic encryption for MQTT broker pods https://learn.microsoft.com/en-us/azure/iot-operations/deployment-plan/deployment-planning-encryption
Configure OPC UA certificate trust for IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-configure-opc-ua-certificates-infrastructure
Configure OPC UA certificate trust for Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/overview-opc-ua-connector-certificates-management
Configure private connectivity for Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/manage-layered-network/howto-private-connectivity
Configure MQTT broker authentication in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-configure-authentication
Configure MQTT broker authorization in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-configure-authorization
Secure MQTT broker endpoints with BrokerListener configuration https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-configure-brokerlistener
Configure TLS, X.509 auth, and ABAC for IoT MQTT https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/tutorial-tls-x509
Define custom RBAC roles for IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/reference/custom-rbac
Configure secure settings for Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/secure-iot-ops/howto-enable-secure-settings
Manage TLS certificates for external IoT Operations communications https://learn.microsoft.com/en-us/azure/iot-operations/secure-iot-ops/howto-manage-certificates
Manage secrets for Arc-enabled IoT Operations clusters https://learn.microsoft.com/en-us/azure/iot-operations/secure-iot-ops/howto-manage-secrets
Validate Azure IoT Operations container and Helm images https://learn.microsoft.com/en-us/azure/iot-operations/secure-iot-ops/howto-validate-images

Configuration

Topic URL
Configure input and output schemas on data flow graph node connections https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/concept-dataflow-graphs-schema
Use Azure IoT Operations schema registry with data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/concept-schema-registry
Configure Azure Data Lake Gen2 endpoints for IoT Operations data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-adlsv2-endpoint
Configure Azure Data Explorer endpoints for Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-adx-endpoint
Configure destinations and endpoints for IoT data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-dataflow-destination
Configure data flow profiles for Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-dataflow-profile
Configure data flow sources and topic subscriptions in IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-dataflow-source
Configure buffering and disk persistence for IoT data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-disk-persistence
Configure Microsoft Fabric OneLake endpoints in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-fabric-endpoint
Configure Fabric Real-Time Intelligence endpoints for IoT data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-fabric-real-time-intelligence
Configure Kafka and Event Hubs endpoints in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-kafka-endpoint
Configure local storage data flow endpoints in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-local-storage-endpoint
Configure MQTT data flow endpoints in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-mqtt-endpoint
Configure filter stages in Azure IoT Operations data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-filter
Configure OpenTelemetry endpoints for metrics and logs in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/open-telemetry
Configure unified health status reporting to Azure https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/health-status-reporting
Deploy and configure observability for IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-configure-observability
Configure container registry endpoints for IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-configure-registry-endpoint
Configure WebAssembly graph definitions for IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-configure-wasm-graph-definitions
Configure and manage Azure IoT connector templates https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-manage-connector-templates
Configure HTTP/REST connector assets and devices https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-http-connector
Configure media connector assets and devices in Azure IoT https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-media-connector
Configure MQTT connector and model MQTT endpoints https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-mqtt-connector
Configure ONVIF connector for camera media streams https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-onvif-connector
Manage Azure IoT Operations resources in the operations experience UI https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-operations-experience
Configure SSE connector for server-sent events https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-sse-connector
Configure MQTT broker data persistence in IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-broker-persistence
Monitor Akri and connectors with Azure IoT metrics https://learn.microsoft.com/en-us/azure/iot-operations/reference/observability-metrics-akri-connectors
Monitor Azure IoT Operations data flows with metrics https://learn.microsoft.com/en-us/azure/iot-operations/reference/observability-metrics-data-flows
Monitor Layered Network Management with metrics https://learn.microsoft.com/en-us/azure/iot-operations/reference/observability-metrics-layered-network
Use MQTT broker observability metrics in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/reference/observability-metrics-mqtt-broker
Use OPC UA connector observability metrics in IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/reference/observability-metrics-opcua-broker

Integrations & Coding Patterns

Topic URL
Reference for Azure IoT data flow expressions https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/concept-dataflow-graphs-expressions
Use custom WASM transforms in IoT data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graph-wasm
Enrich IoT data with external datasets in Azure data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graphs-enrich
Configure filter and branch routing in Azure IoT Operations data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graphs-filter-route
Define map transform rules in Azure IoT Operations data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graphs-map
Implement dynamic MQTT topic routing in data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graphs-topic-routing
Configure windowed aggregations in Azure IoT Operations data flows https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graphs-window
Develop custom WASM modules for Azure IoT Operations data flows https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-build-wasm-modules
Build and deploy custom Akri REST connectors for IoT https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-develop-akri-connectors
Run ONNX inference inside IoT WASM data flows https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-wasm-onnx-inference
Validate WASM messages with Azure IoT schema registry https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-wasm-schema-registry
Use state store with Azure IoT WASM operators https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-wasm-state-store
Implement Azure IoT Operations state store protocol https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/reference-state-store-protocol
Configure Azure IoT Operations OPC UA connector https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-configure-opc-ua
Automatically discover OPC UA assets with Akri and Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-detect-opc-ua-assets

Deployment

Topic URL
Clean up Azure IoT Operations observability resources https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-clean-up-observability-resources
Deploy Azure IoT Operations securely to production clusters https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-deploy-iot-operations
Deploy Azure IoT Operations to a test cluster https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-deploy-iot-test-operations
Prepare Arc-enabled Kubernetes clusters for IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-prepare-cluster
Deploy WASM modules and graph definitions in Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-deploy-wasm-graph-definitions
Deploy Azure IoT Operations in layered private networks https://learn.microsoft.com/en-us/azure/iot-operations/end-to-end-tutorials/tutorial-layered-network-private-connectivity
Clone Azure IoT Operations instances using CLI https://learn.microsoft.com/en-us/azure/iot-operations/manage-iot-ops/howto-clone-instance
Manage, update, and uninstall Azure IoT Operations https://learn.microsoft.com/en-us/azure/iot-operations/manage-iot-ops/howto-manage-update-uninstall
Upgrade Azure IoT Operations deployments to newer versions https://learn.microsoft.com/en-us/azure/iot-operations/manage-iot-ops/howto-upgrade
Install via CLI
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