Document Details
Administrator Guide
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
Detected Bias Types
windows_first
windows_tools
missing_linux_example
Summary
The documentation page exhibits mild Windows bias. Windows-specific tools and scenarios (such as SysPrep, SIDs, PsGetSid, and endpoint management with Microsoft Configuration Manager) are discussed in detail, while Linux equivalents or considerations are not mentioned. GPU VM sizes for visualization are marked as '(Windows only)' without Linux alternatives or guidance. The only explicit OS example is the Data Science VM for Linux, but operational and management examples focus on Windows. There are no PowerShell-heavy examples, but Windows-centric patterns and tools are referenced before or instead of Linux options.
Recommendations
- Include Linux-specific endpoint management guidance and tools (e.g., mention Ansible, Puppet, or Linux imaging/generalization processes).
- Clarify how SIDs and machine identity concerns apply (or do not apply) to Linux VMs, and provide Linux-specific instructions for image generalization.
- For GPU VM sizes, specify Linux support and provide examples or guidance for Linux-based visualization workloads.
- Where Windows-only tools (e.g., SysPrep, PsGetSid, Configuration Manager) are mentioned, add Linux equivalents or note differences in management requirements.
- Add examples of lab creation, management, and customization for Linux VMs, including content filtering and user account management.
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Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
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| 2026-01-13 00:00 | #246 | completed |
Biased
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Biased
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| 2026-01-09 00:34 | #234 | completed |
Biased
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| 2026-01-08 00:53 | #231 | completed |
Biased
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| 2026-01-06 18:15 | #225 | cancelled |
 Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Biased
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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Biased
|