azure-iot-operations
Expert knowledge for Azure IoT Operations development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring MQTT broker, data flows/graphs, OPC UA/ONVIF connectors, WASM transforms, or Prometheus/Grafana, 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 Defender For Iot (use azure-defender-for-iot).
Best use case
azure-iot-operations is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Expert knowledge for Azure IoT Operations development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring MQTT broker, data flows/graphs, OPC UA/ONVIF connectors, WASM transforms, or Prometheus/Grafana, 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 Defender For Iot (use azure-defender-for-iot).
Teams using azure-iot-operations should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/azure-iot-operations/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How azure-iot-operations Compares
| Feature / Agent | azure-iot-operations | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Expert knowledge for Azure IoT Operations development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring MQTT broker, data flows/graphs, OPC UA/ONVIF connectors, WASM transforms, or Prometheus/Grafana, 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 Defender For Iot (use azure-defender-for-iot).
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
Related Guides
SKILL.md Source
# Azure IoT Operations Skill This skill provides expert guidance for Azure IoT Operations. 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-L42 | Diagnosing and resolving Azure IoT Operations deployment/runtime failures, known bugs, error codes, and their workarounds across cluster, edge, and service components. | | Best Practices | L43-L47 | Guidance for production-ready Azure IoT Operations deployments and designing highly available, resilient edge applications using the Azure MQTT broker. | | Decision Making | L48-L53 | Guidance on choosing between data flows vs data flow graphs and example sizing for production Azure IoT Operations deployments (nodes, resources, and capacity planning). | | Architecture & Design Patterns | L54-L59 | Designing IoT data processing pipelines with data flow graphs and applying Azure IoT Operations in layered/segmented industrial network topologies and architectures. | | Limits & Quotas | L60-L64 | Details on MQTT broker feature support, protocol limits, and control capabilities in Azure IoT Operations, including which MQTT functions and controls are available or restricted. | | Security | L65-L81 | Securing Azure IoT Operations: MQTT broker authZ/authN, TLS and certificate management (incl. OPC UA), RBAC roles, secrets/Key Vault, and image/traffic security configuration. | | Configuration | L82-L125 | Configuring Azure IoT Operations data flows, endpoints, schemas, MQTT broker, persistence, scaling, assets/devices, and observability/metrics for monitoring and tuning the system. | | Integrations & Coding Patterns | L126-L143 | Designing and extending IoT data flows: mapping and expression languages, WASM/Rust/Python/ONNX transforms, Akri/REST/media/OPC UA/ONVIF connectors, and state store protocol. | | Deployment | L144-L151 | Deploying, cloning, upgrading, and securing Azure IoT Operations instances, plus setting up observability (Prometheus/Grafana) and deploying WASM modules and graph definitions. | ### Troubleshooting | Topic | URL | |-------|-----| | Known issues and workarounds for Azure IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/troubleshoot/known-issues | | Troubleshoot Azure IoT Operations deployments and runtime | https://learn.microsoft.com/en-us/azure/iot-operations/troubleshoot/troubleshoot | ### Best Practices | Topic | URL | |-------|-----| | Design highly available edge apps with Azure MQTT broker | https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/overview-edge-apps | ### Decision Making | Topic | URL | |-------|-----| | 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 | ### Architecture & Design Patterns | Topic | URL | |-------|-----| | Design processing pipelines with Azure IoT Operations data flow graphs | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/concept-dataflow-graphs | | Use Azure IoT Operations in layered industrial networks | https://learn.microsoft.com/en-us/azure/iot-operations/manage-layered-network/concept-iot-operations-in-layered-network | ### Limits & Quotas | Topic | URL | |-------|-----| | Review MQTT feature and control support in broker | https://learn.microsoft.com/en-us/azure/iot-operations/reference/mqtt-support | ### Security | Topic | URL | |-------|-----| | Configure secure settings and identities for Azure IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-enable-secure-settings | | Configure OPC UA certificate trust for Azure IoT Operations connector | https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-configure-opc-ua-certificates-infrastructure | | Understand OPC UA certificate security for Azure IoT Operations connector | https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/overview-opc-ua-connector-certificates-management | | Configure authentication methods for Azure MQTT broker | https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-configure-authentication | | Define authorization policies for Azure MQTT broker | https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-configure-authorization | | Secure Azure MQTT broker endpoints with BrokerListener configuration | https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-configure-brokerlistener | | Encrypt internal traffic for Azure IoT MQTT broker | https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-encrypt-internal-traffic | | Configure MQTT broker TLS, X.509, and ABAC | 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 | | Use built-in RBAC roles for Azure IoT Operations access control | https://learn.microsoft.com/en-us/azure/iot-operations/secure-iot-ops/built-in-rbac | | Manage TLS certificates for Azure IoT Operations communications | https://learn.microsoft.com/en-us/azure/iot-operations/secure-iot-ops/howto-manage-certificates | | Manage Azure IoT Operations secrets with Key Vault and Kubernetes | 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 | |-------|-----| | Clean up Azure IoT Operations observability resources | https://learn.microsoft.com/en-us/azure/iot-operations/configure-observability-monitoring/howto-clean-up-observability-resources | | 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 | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-adlsv2-endpoint | | Configure Azure Data Explorer endpoints for IoT Operations data flows | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-adx-endpoint | | Configure destinations and dynamic routing for Azure IoT Operations data flows | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-dataflow-destination | | Configure Azure IoT Operations data flow endpoints | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-dataflow-endpoint | | Configure data flow profiles and scaling in 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 disk persistence for Azure IoT Operations data flows | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-disk-persistence | | Configure Fabric OneLake endpoints for 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 Operations | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-fabric-real-time-intelligence | | Configure Kafka and Event Hubs endpoints for Azure IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-kafka-endpoint | | Configure local storage endpoints in Azure IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-local-storage-endpoint | | Configure MQTT endpoints for Azure IoT Operations data flows | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-configure-mqtt-endpoint | | Create and configure data flow graphs in Azure IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-create-dataflow-graph | | 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 enrichment with external datasets in data flow graphs | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graphs-enrich | | Configure filter, branch, and merge routing in data flow graphs | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graphs-filter-route | | Configure map transforms in Azure IoT Operations data flow graphs | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graphs-map | | Configure dynamic MQTT topic routing in data flow graphs | 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 flow graphs | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graphs-window | | Configure OpenTelemetry endpoints for Azure IoT Operations data flows | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/open-telemetry | | Build WASM modules for data flows using VS Code | https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-build-wasm-modules-vscode | | 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 | | Use MQTT broker state store for data persistence | https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/overview-state-store | | Define Azure IoT Operations assets and devices in Device Registry | https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/concept-assets-devices | | 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 assets and devices in Azure IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-sse-connector | | Configure diagnostics for Azure IoT MQTT broker | https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-broker-diagnostics | | Set advanced MQTT client options on broker | https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-broker-mqtt-client-options | | Configure data persistence for Azure MQTT broker | https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-broker-persistence | | Tune Azure MQTT broker availability, scale, and memory settings | https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-configure-availability-scale | | Configure disk-backed message buffer for MQTT broker | https://learn.microsoft.com/en-us/azure/iot-operations/manage-mqtt-broker/howto-disk-backed-message-buffer | | Use Akri and connector observability metrics in IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/reference/observability-metrics-akri-connectors | | Use data flow observability metrics in IoT Operations | 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 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 | |-------|-----| | Enrich Azure IoT Operations data flows with contextual datasets | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/concept-dataflow-enrich | | Use expression language in Azure IoT Operations data flows and graphs | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/concept-dataflow-graphs-expressions | | Use data flow mapping language to transform IoT Operations messages | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/concept-dataflow-mapping | | Build and use WebAssembly transforms in Azure IoT Operations data flow graphs | https://learn.microsoft.com/en-us/azure/iot-operations/connect-to-cloud/howto-dataflow-graph-wasm | | Build Akri connectors using the VS Code extension | https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-build-akri-connectors-vscode | | Build and deploy Akri REST connectors for IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-develop-akri-connectors | | Develop Rust and Python WASM modules for IoT graphs | https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-develop-wasm-modules | | Run ONNX inference inside IoT WebAssembly data flows | https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-wasm-onnx-inference | | Implement Azure IoT Operations state store protocol | https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/reference-state-store-protocol | | Configure OPC UA assets and devices in Azure IoT Operations | 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 | | Configure HTTP/REST connector assets and devices in Azure IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-http-connector | | Use the media connector to integrate camera streams with Azure IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-media-connector | | Integrate ONVIF cameras with Azure IoT Operations via connector | https://learn.microsoft.com/en-us/azure/iot-operations/discover-manage-assets/howto-use-onvif-connector | ### Deployment | Topic | URL | |-------|-----| | Deploy Azure IoT Operations observability with Prometheus and Grafana | https://learn.microsoft.com/en-us/azure/iot-operations/configure-observability-monitoring/howto-configure-observability | | Clone Azure IoT Operations instances with Azure CLI | https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-clone-instance | | Deploy Azure IoT Operations securely to production clusters | https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-deploy-iot-operations | | Upgrade Azure IoT Operations deployments via portal or CLI | https://learn.microsoft.com/en-us/azure/iot-operations/deploy-iot-ops/howto-upgrade | | Deploy WASM modules and graph definitions in IoT Operations | https://learn.microsoft.com/en-us/azure/iot-operations/develop-edge-apps/howto-deploy-wasm-graph-definitions |
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