Document Details
Cluster Management Best Practices
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
powershell_heavy
windows_tools
Summary
The documentation page lists multiple options for cluster management, with Azure PowerShell (a Windows-centric tool) featured alongside Azure CLI and cURL. PowerShell is mentioned before cURL, and there is a dedicated link for PowerShell-based cluster creation, which may suggest a Windows-first approach. However, Linux-based cluster creation is referenced in several places, and most options are cross-platform. There are no explicit Linux/macOS examples missing, but the ordering and inclusion of PowerShell as a primary method may create a perception of Windows bias.
Recommendations
- Ensure that Linux/macOS equivalents (such as Bash/CLI/cURL) are presented before or alongside PowerShell examples.
- Clarify in each method's description which platforms are supported (e.g., 'Azure CLI: works on Windows, Linux, and macOS').
- Add explicit Linux/macOS usage notes or examples where PowerShell is mentioned.
- Consider grouping cross-platform tools together and separating Windows-specific tools like PowerShell.
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 |
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 |
Clean
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| 2025-07-12 23:44 | #41 | cancelled |
Clean
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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Biased
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