Document Details
Hybrid Multicloud
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_tools
windows_first
Summary
The documentation page demonstrates a Windows bias primarily through the repeated mention and privileged placement of Windows-specific tools and patterns, such as Windows Admin Center (WAC) actions for administrative access and management. These actions are explicitly called out for several resource providers (e.g., Microsoft.AzureStackHCI, Microsoft.HybridCompute), with no equivalent Linux-focused tooling or examples provided. The terminology and feature set (e.g., 'loginAsAdmin' with Windows administrator or Linux root user privilege) also tend to mention Windows first, and the only named management tool is Windows Admin Center, with no Linux-native alternatives referenced.
Recommendations
- Add examples and permissions for Linux-native management tools (e.g., Cockpit, SSH, Ansible) where applicable, especially for administrative and remote management actions.
- When describing login actions, explicitly mention Linux root access first or equally alongside Windows administrator, and clarify parity in capabilities.
- Provide documentation or links for Linux-specific workflows and tools for hybrid/multicloud scenarios, not just Windows Admin Center.
- Ensure that any references to management actions (e.g., WACloginAsAdmin) are balanced with Linux equivalents or note if such equivalents do not exist.
- Review terminology to avoid Windows-first ordering (e.g., 'Windows administrator or Linux root user' could be 'Linux root user or Windows administrator').
Create Pull Request
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 |
 Clean
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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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| 2025-09-10 00:00 | #107 | completed |
Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Clean
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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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