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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
windows_first
powershell_heavy
Summary
The documentation provides both Bash and PowerShell examples for certificate management and other command-line steps, but PowerShell examples are consistently presented immediately after Bash, and sometimes with more detail. The deployment overview lists Windows (Azure Kubernetes Service Edge Essentials) before Ubuntu (K3s), and Windows is mentioned explicitly in several places. There are no Linux-only examples, and no Linux-specific troubleshooting or tool recommendations. The documentation does not mention Linux equivalents for Windows-specific tools or patterns, and the overall flow assumes parity but subtly prioritizes Windows environments.
Recommendations
- Alternate the order of Bash and PowerShell examples, or provide Bash examples first in some sections to avoid implicit prioritization of Windows.
- Explicitly state Linux support and provide troubleshooting steps or tips for common Linux environments (e.g., Ubuntu, CentOS).
- Include references to Linux-specific tools or patterns where relevant, such as using 'nano' or 'vim' for editing files, or 'systemctl' for service management.
- Ensure that deployment instructions and prerequisites mention Linux options with equal prominence and detail as Windows options.
- Add a note clarifying that all command-line examples work equally well on Linux and Windows, and highlight any platform-specific caveats.
- Consider providing a dedicated Linux quickstart or section for users deploying on Linux environments.
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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| 2025-09-05 00:00 | #102 | completed |
Clean
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| 2025-08-05 00:00 | #71 | completed |
Clean
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| 2025-08-03 00:00 | #69 | completed |
Clean
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| 2025-08-01 00:00 | #67 | completed |
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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