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
powershell_heavy
windows_tools
Summary
The documentation provides both Linux (Bash/Python) and Windows (PowerShell) examples for configuring custom metrics and the application health extension. However, there is a notable Windows bias: PowerShell examples are consistently present and sometimes more detailed, Windows-specific extension types (ApplicationHealthWindows) are shown before Linux equivalents, and Windows tooling (PowerShell cmdlets) is given equal or greater prominence than Linux CLI/Bash workflows. In some places, Windows extension types are used as defaults in examples, and PowerShell scripts are more elaborate than Bash equivalents.
Recommendations
  • Ensure Linux and Windows extension types are shown side-by-side in all examples, not defaulting to Windows.
  • Provide equally detailed Bash/Python scripts for Linux as for PowerShell on Windows, including troubleshooting and server setup.
  • Where both CLI and PowerShell are shown, alternate which is presented first, or use neutral ordering.
  • Explicitly mention Linux/macOS compatibility and provide guidance for common Linux distributions.
  • Clarify when examples are OS-specific and provide parity for both platforms in every workflow.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #239 in_progress Clean Clean
2026-02-11 00:00 #235 in_progress Clean Clean
2026-02-10 00:00 #231 completed Biased Biased
2026-01-14 01:31 #124 completed Biased Biased
2026-01-13 06:17 #109 completed Biased Biased
2026-01-12 00:00 #101 completed Biased Biased
2026-01-10 00:00 #94 completed Clean Clean
2026-01-09 19:00 #91 completed Clean Clean
2026-01-06 22:28 #80 completed Clean Clean

Flagged Code Snippets