| Troubleshooting | L37-L43 | Diagnosing and fixing Azure Batch job, task, pool, and node errors, including failure patterns, error codes, and best practices for handling and recovering from failures. |
| Best Practices | L44-L54 | Guidance on tuning Batch performance, scaling large jobs, running concurrent/rendering tasks, securing pools, and using list queries plus job prep/release tasks efficiently. |
| Decision Making | L55-L67 | Guidance on choosing Batch VM sizes, images, Spot/ephemeral disks, capacity and quotas, cost planning, and migration decisions for pools, images, and communication models. |
| Architecture & Design Patterns | L68-L73 | Architectural guidance for burst rendering with Azure Batch, including choosing batch/topology patterns and designing storage, caching, and data movement for large render workloads. |
| Limits & Quotas | L74-L79 | Managing Batch account quotas via .NET and understanding core Azure Batch limits (pools, cores, jobs, tasks) and how to monitor, plan for, and request quota increases. |
| Security | L80-L96 | Securing Azure Batch: identity/auth (Entra ID, managed identities, RBAC), keys and encryption, private endpoints/network perimeters, public access, and governance via Azure Policy. |
| Configuration | L97-L129 | Configuring Batch pools and tasks: autoscale, OS/cert rotation, networking/endpoints, disks, containers, metrics/logs, diagnostics events, and secure user/task settings. |
| Integrations & Coding Patterns | L130-L145 | Client SDK usage, task/node APIs, containers, MPI, output persistence, monitoring, Key Vault access, and mounting storage for integrating Batch into apps and workflows. |
| Deployment | L146-L150 | Guides for moving Azure Batch accounts across regions with ARM templates and setting up CI/CD pipelines for Batch HPC workloads using Azure Pipelines. |