Document Details
Tutorial Scaling
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 all Azure CLI commands, but consistently lists Bash first. However, in the 'Send requests' section, the PowerShell example is significantly more complex and uses advanced Windows/PowerShell-specific constructs (RunspacePool, Invoke-WebRequest) to achieve concurrency, while the Bash example uses standard Linux utilities (seq, xargs, curl). There is no evidence of exclusive use of Windows tools or missing Linux examples, but the PowerShell examples are more elaborate and may suggest a slight bias toward Windows scripting patterns.
Recommendations
- Consider providing a simpler PowerShell example for sending concurrent requests, or note that Bash/Linux tools are more concise for this use case.
- Add a brief note explaining that Bash examples work natively on Linux/macOS and in Windows environments with WSL or Git Bash, to clarify cross-platform applicability.
- Ensure parity in explanations: if advanced PowerShell constructs are used, provide equivalent context for Bash/Linux users (e.g., alternatives for parallel execution).
- Explicitly mention that Azure CLI commands are cross-platform and can be run in any shell, not just Bash or 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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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Clean
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