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

Bias Types:
⚠️ powershell_heavy
⚠️ windows_tools
⚠️ windows_first
⚠️ missing_linux_example
Summary:
The documentation demonstrates a strong bias towards Windows and PowerShell environments. Most examples, screenshots, and instructions focus on PowerShell runbooks and modules, with detailed steps for PowerShell and only minimal, secondary mentions of Python (Linux) environments. Windows-specific tools (e.g., PowerShell Gallery, Az PowerShell module) are referenced throughout, and there is a lack of Linux-native or cross-platform examples, especially for Python runbooks. The documentation structure and examples consistently present PowerShell/Windows options first or exclusively, with Linux/Python support mentioned as an afterthought.
Recommendations:
  • Provide equal, parallel examples for both PowerShell (Windows) and Python (Linux) runbooks, including REST API payloads and portal workflows.
  • Include screenshots and instructions for creating and managing Python runbooks and environments, not just PowerShell.
  • Reference Linux-native tools and package formats (e.g., pip, .whl, PyPI) alongside PowerShell Gallery and .nupkg.
  • Clarify when instructions or features are Windows/PowerShell-specific versus cross-platform.
  • Add explicit examples and guidance for managing Python packages (including troubleshooting and best practices) in the same detail as for PowerShell modules.
  • Reorganize sections to avoid always listing PowerShell/Windows options first; consider side-by-side or tabbed presentation for PowerShell and Python/Linux.
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Scan History

Date Scan ID Status Bias Status
2025-09-12 00:00 #109 completed ✅ Clean
2025-08-12 00:00 #78 in_progress ❌ Biased
2025-08-11 00:00 #77 completed ❌ Biased
2025-08-10 00:00 #76 completed ❌ Biased
2025-08-09 00:00 #75 completed ❌ Biased
2025-08-08 00:00 #74 completed ❌ Biased
2025-08-07 00:00 #73 completed ❌ Biased
2025-08-06 00:00 #72 completed ❌ Biased
2025-08-05 00:00 #71 completed ❌ Biased
2025-08-04 00:00 #70 in_progress ❌ Biased
2025-08-03 00:00 #69 completed ❌ Biased
2025-08-02 00:00 #68 in_progress ❌ Biased
2025-08-01 00:00 #67 completed ❌ Biased
2025-07-31 00:00 #66 completed ✅ Clean
2025-07-30 00:00 #65 completed ✅ Clean
2025-07-29 00:01 #64 completed ✅ Clean
2025-07-28 00:00 #63 completed ✅ Clean
2025-07-27 00:00 #62 completed ✅ Clean
2025-07-26 00:01 #61 completed ✅ Clean
2025-07-25 00:00 #60 completed ✅ Clean
2025-07-24 00:00 #59 completed ✅ Clean
2025-07-23 00:00 #58 completed ✅ Clean
2025-07-13 21:37 #48 completed ✅ Clean
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased

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