From azure
Expert knowledge for Azure Batch development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring Batch pools/tasks, autoscale, containers, VM/Spot choices, or CI/CD job deployments, and other Azure Batch related development tasks. Not for Azure HDInsight (use azure-hdinsight), Azure Databricks (use azure-databricks), Azure Stream Analytics (use azure-stream-analytics), Azure Functions (use azure-functions).
npx claudepluginhub atc-net/atc-agentic-toolkit --plugin azureThis skill uses the workspace's default tool permissions.
This skill provides expert guidance for Azure Batch. 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.
Run large-scale parallel and HPC batch jobs on Azure using Java SDK. Manage pools, jobs, tasks, and compute nodes.
Provides deep-dive reference for Azure ML Workspace architecture, networking, private endpoints, compute clusters/instances, endpoints, managed identities, ACR/storage integration, az ml CLI/PowerShell commands, logs, debugging, and Terraform.
Manages Azure Batch pools, jobs, tasks, and nodes using Java SDK for large-scale parallel and HPC workloads.
Share bugs, ideas, or general feedback.
This skill provides expert guidance for Azure Batch. 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.
IMPORTANT for Agent: This file may be large. Use the Category Index below to locate relevant sections, then use
read_filewith specific line ranges (e.g.,L136-L144) to read the sections needed for the user's question This skill requires network access to fetch documentation content. Usemcp_microsoftdocs:microsoft_docs_fetchto retrieve full articles.
WebFetch tool if the Microsoft Learn MCP server is not available.| Category | Lines | Description |
|---|---|---|
| Troubleshooting | L31-L36 | Diagnosing, interpreting, and fixing Azure Batch job, task, pool, and node errors, including error codes, failure patterns, and recommended recovery/handling strategies. |
| Best Practices | L38-L50 | Performance, scaling, scheduling, security, and data/output best practices for designing, monitoring, and optimizing large or specialized Azure Batch workloads (MPI, rendering, high task counts). |
| Decision Making | L52-L62 | Guidance on choosing VM sizes, images, Spot/ephemeral options, cost planning, and migration paths (custom images, low-priority to Spot, node comms) for Azure Batch pools. |
| Architecture & Design Patterns | L64-L68 | Architectures and best practices for bursting on-prem render farms to Azure Batch, including storage layout, data movement patterns, and performance-optimized rendering workflows. |
| Limits & Quotas | L70-L73 | Batch account limits (cores, pools, nodes, jobs), default and regional quotas, how to view current usage, request quota increases, and plan deployments within these constraints |
| Security | L75-L92 | Securing Batch accounts and pools: auth with Entra ID/managed identities, keys and CMK encryption, RBAC and policy, private endpoints/network perimeters, Key Vault access, and certificate/key rotation. |
| Configuration | L94-L131 | Configuring Batch pools, tasks, networking, containers, autoscale, OS/images, filesystems, monitoring, diagnostics events, and alerts for reliable job execution. |
| Integrations & Coding Patterns | L133-L142 | Using Azure Batch programmatically and via CLI/PowerShell: SDK patterns (JavaScript, .NET, Linux workloads), storing task output in Storage, and adding telemetry with Application Insights. |
| Deployment | L144-L148 | Deploying Azure Batch workloads using Azure Pipelines and CLI templates, including end-to-end job setup, automation, and integration into CI/CD workflows. |
| Topic | URL |
|---|---|
| Diagnose and handle Azure Batch job and task errors | https://learn.microsoft.com/en-us/azure/batch/batch-job-task-error-checking |
| Troubleshoot Azure Batch pool and node errors | https://learn.microsoft.com/en-us/azure/batch/batch-pool-node-error-checking |
| Handle and diagnose Azure Batch errors | https://learn.microsoft.com/en-us/azure/batch/error-handling |
| Topic | URL |
|---|---|
| Reference architectures for bursting render farms to Azure Batch | https://learn.microsoft.com/en-us/azure/batch/batch-rendering-architectures |
| Design storage and data movement for Azure Batch rendering | https://learn.microsoft.com/en-us/azure/batch/batch-rendering-storage-data-movement |
| Topic | URL |
|---|---|
| Review Azure Batch service quotas and limits | https://learn.microsoft.com/en-us/azure/batch/batch-quota-limit |
| Topic | URL |
|---|---|
| Manage Azure Batch with Azure CLI commands | https://learn.microsoft.com/en-us/azure/batch/batch-cli-get-started |
| Build an Azure Batch client using the JavaScript SDK | https://learn.microsoft.com/en-us/azure/batch/batch-js-get-started |
| Run Linux workloads on Azure Batch with SDKs | https://learn.microsoft.com/en-us/azure/batch/batch-linux-nodes |
| Manage Azure Batch resources using PowerShell cmdlets | https://learn.microsoft.com/en-us/azure/batch/batch-powershell-cmdlets-get-started |
| Persist Batch output using .NET File Conventions library | https://learn.microsoft.com/en-us/azure/batch/batch-task-output-file-conventions |
| Use Batch service API to store task output in Azure Storage | https://learn.microsoft.com/en-us/azure/batch/batch-task-output-files |
| Instrument Azure Batch .NET apps with Application Insights | https://learn.microsoft.com/en-us/azure/batch/monitor-application-insights |
| Topic | URL |
|---|---|
| Deploy Azure Batch HPC solutions with Azure Pipelines | https://learn.microsoft.com/en-us/azure/batch/batch-ci-cd |
| Run Azure Batch jobs end-to-end using CLI templates | https://learn.microsoft.com/en-us/azure/batch/batch-cli-templates |