Document Details
Batch Custom Images
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This page contains Windows bias
About This Page
This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.
Bias Analysis
Bias Types:
⚠️
windows_first
⚠️
powershell_heavy
⚠️
missing_linux_example
Summary:
The documentation page demonstrates a Windows bias by prioritizing Windows terminology and examples. In the VM preparation section, RDP (Windows) is mentioned before SSH (Linux), and the only code sample for pool creation uses a Windows node agent SKU ('batch.node.windows amd64') with no Linux equivalent shown. There are no explicit Linux command-line or configuration examples, and the .NET SDK example is Windows-centric. While Linux is mentioned in passing, practical Linux guidance and parity in examples are lacking.
Recommendations:
- Provide parallel Linux examples wherever Windows-specific instructions or code samples are given (e.g., show both 'batch.node.windows amd64' and a Linux node agent SKU in code).
- Instruct on connecting to VMs using SSH (Linux) before or alongside RDP (Windows), or present both equally.
- Include Linux command-line examples (e.g., az CLI, Bash) for creating snapshots, images, and pools, not just general references.
- Ensure all code samples and configuration snippets demonstrate both Windows and Linux scenarios, including REST and SDK usage.
- Balance references to Windows and Linux documentation links, and avoid defaulting to Windows-first language or ordering.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-08-17 00:01 | #83 | in_progress | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ❌ Biased |
| 2025-07-09 13:09 | #3 | cancelled | ✅ Clean |
| 2025-07-08 04:23 | #2 | cancelled | ❌ Biased |