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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
Detected Bias Types
powershell_heavy
windows_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates notable Windows bias, especially in certificate and key vault management steps, which are provided exclusively with Azure PowerShell examples. No Linux or cross-platform CLI alternatives (such as Azure CLI or REST API) are given for these critical steps. The use of PowerShell and references to Windows-centric tools and patterns (e.g., RDP extension, Microsoft.Windows.Azure.Extensions) further reinforce the Windows-first approach. Linux/macOS users would need to research and adapt these steps using other tools, creating friction.
Recommendations
- Provide equivalent Azure CLI examples for key vault and certificate management steps, as Azure CLI is cross-platform.
- Mention REST API or SDK alternatives for certificate operations, with sample requests.
- Explicitly note that PowerShell commands can be run on Linux/macOS with PowerShell Core, or provide links to cross-platform installation guides.
- Include Linux/macOS-specific notes or troubleshooting tips for file paths, environment variables, and authentication.
- List Azure CLI examples before or alongside PowerShell to avoid Windows-first ordering.
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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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| 2026-01-12 00:00 | #243 | cancelled |
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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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Biased
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