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 Azure CLI and PowerShell examples for enabling Automatic Zone Balance on VM Scale Sets. However, PowerShell examples (which are Windows-centric) are consistently presented alongside or immediately after CLI examples, and some extension examples use 'ApplicationHealthWindows' as the type, even in contexts where Linux is also supported. Portal instructions reference Windows UI patterns. There is no explicit Linux/macOS bias, but the PowerShell and Windows-centric extension naming may cause confusion for Linux users. All major tasks can be completed via CLI and REST API, so Linux/macOS users are not blocked, but Windows tools and patterns are given prominent placement.
Recommendations
  • Ensure that examples for Linux (e.g., ApplicationHealthLinux extension) are provided and clearly separated from Windows examples.
  • Clarify when PowerShell examples are Windows-only and provide Bash or shell script equivalents for Linux/macOS users.
  • Present CLI examples before PowerShell examples to reduce Windows-first bias.
  • Explicitly state OS support for each extension type (e.g., ApplicationHealthLinux vs ApplicationHealthWindows) and when to use each.
  • Add notes or links for Linux/macOS users where PowerShell is referenced, suggesting CLI or REST API alternatives.
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Scan History

Date Scan Status Result
2026-03-10 00:00 #476 in_progress Biased Biased
2026-03-09 00:00 #472 in_progress Biased Biased
2026-03-08 00:00 #468 in_progress Biased Biased
2026-03-07 00:00 #464 in_progress Biased Biased
2026-03-06 00:00 #460 in_progress Biased Biased
2026-03-05 00:00 #456 in_progress Biased Biased
2026-03-04 00:00 #452 in_progress Biased Biased
2026-03-03 00:00 #448 in_progress Biased Biased
2026-03-02 00:00 #444 in_progress Biased Biased
2026-03-01 00:00 #440 in_progress Biased Biased
2026-02-28 00:00 #436 in_progress Biased Biased
2026-02-27 00:00 #432 in_progress Biased Biased
2026-02-26 00:00 #428 in_progress Biased Biased
2026-02-25 00:00 #424 in_progress Biased Biased
2026-02-23 00:00 #416 in_progress Biased Biased
2026-02-22 00:00 #412 in_progress Clean Clean
2026-02-21 00:00 #408 in_progress Clean Clean
2026-02-20 00:00 #404 in_progress Clean Clean
2026-02-19 00:00 #400 in_progress Clean Clean
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased

Flagged Code Snippets