Sad Tux - Windows bias detected
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
windows_first
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by focusing heavily on PowerShell examples, referencing Windows PowerShell modules and patterns, and providing detailed instructions for PowerShell environments and packages. Windows-centric tools (e.g., PowerShell Gallery, Az PowerShell module) are mentioned and used as defaults, while Linux-specific details and examples are minimal or absent. Python (Linux) environments are mentioned but not explored in equivalent depth, and Linux-native tools or workflows are not provided.
Recommendations
  • Provide equal depth and step-by-step examples for Python (Linux) runbooks, including REST API payloads and portal workflows.
  • Include Linux-native package management instructions (e.g., pip, requirements.txt) and clarify how Python packages are managed and uploaded.
  • Add examples of viewing installed Python packages (e.g., using pip list) similar to the PowerShell Get-Module example.
  • Reference Linux-specific documentation for Python modules and packages, and avoid linking only to Windows PowerShell module documentation.
  • Clarify the runtime environment OS (Windows vs. Linux) and provide troubleshooting steps for both platforms.
  • Ensure screenshots and UI instructions are not PowerShell-centric and show parity for Python workflows.
  • Mention and provide examples for Azure CLI usage in Python runbooks, not just PowerShell.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-08-08 00:00 #74 completed Biased Biased
2025-08-07 00:00 #73 completed Biased Biased
2025-08-06 00:00 #72 completed Biased Biased
2025-08-05 00:00 #71 completed Biased Biased
2025-08-04 00:00 #70 cancelled Biased Biased
2025-08-03 00:00 #69 completed Biased Biased
2025-08-02 00:00 #68 cancelled Biased Biased
2025-08-01 00:00 #67 completed Biased Biased
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets