| Troubleshooting | L33-L39 | 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 | L40-L50 | 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 | L51-L63 | 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 | L64-L69 | 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 | L70-L75 | 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 | L76-L92 | Securing Batch accounts and pools: auth with Entra ID/managed identities, keys and disk encryption, RBAC, private endpoints/network perimeters, public access, and Azure Policy governance. |
| Configuration | L93-L124 | Configuring Batch pools, tasks, networking, scaling, diagnostics, and security: autoscale, OS/cert rotation, VNet/IP, containers, disks, metrics/logs, events, and task runtime settings. |
| Integrations & Coding Patterns | L125-L140 | Client SDK patterns, task/node APIs, containers, MPI, output persistence, Key Vault, monitoring, and mounting storage/virtual file systems for Azure Batch workloads |
| Deployment | L141-L145 | Guides for moving Azure Batch accounts across regions with ARM templates and setting up CI/CD pipelines for Batch HPC workloads using Azure Pipelines. |