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
windows_first
missing_linux_example
powershell_heavy
windows_tools
Summary
The documentation exhibits Windows bias in several areas. For Python 3.8, instructions and examples consistently reference Windows environments (e.g., 'use a 64-bit Windows machine'), and wheel file naming conventions prioritize Windows architectures (win_amd64) before Linux equivalents. PowerShell cmdlets are provided for package management, with no Linux CLI or Bash alternatives. There is a lack of Linux-specific instructions or parity for managing packages on Linux-based Hybrid Runbook Workers, especially for Python 3.8. Windows tools and patterns are mentioned exclusively or before Linux equivalents, and Linux examples are missing where relevant.
Recommendations
  • Provide equivalent Linux instructions and examples for Python 3.8 package preparation and import, including wheel file creation on Linux.
  • Include Bash, Azure CLI, or Python-based alternatives to PowerShell cmdlets for package management, especially for users on Linux or macOS.
  • Present Linux and Windows instructions side-by-side or in tabs, rather than prioritizing Windows.
  • Clarify which steps apply to Windows, Linux, or both, and ensure Linux Hybrid Runbook Worker scenarios are covered.
  • Reference Linux tools and patterns (e.g., pip, wheel, bash scripts) alongside Windows tools.
  • Add explicit guidance for Linux users on preparing and importing packages for Python 3.8 Hybrid Runbook Workers.
GitHub Create Pull Request

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
2025-07-13 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