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
Summary
The documentation provides both Linux and Windows coverage for Azure Image Builder, including examples for shell and PowerShell customizers, and validation steps. However, there is a notable Windows bias in several areas: PowerShell and Windows-specific tools (e.g., Get-FileHash, Invoke-WebRequest, Sysprep) are referenced more frequently and often before Linux equivalents; PowerShell commands for checksum generation and image operations are shown alongside Azure CLI, but Windows tools are sometimes mentioned first. Some customizers (WindowsRestart, WindowsUpdate) are Windows-only, but this is appropriate given their OS specificity. Linux examples are present but occasionally less detailed or appear after Windows examples.
Recommendations
  • Ensure Linux tools and commands (e.g., sha256sum, wget/curl) are mentioned equally and before or alongside Windows tools in relevant sections.
  • Where PowerShell is referenced for checksum generation, provide Linux/Mac equivalents (sha256sum) with equal prominence.
  • For image build/cancel operations, show Azure CLI examples first or highlight their cross-platform nature.
  • In sections where Windows-specific customizers are described, clarify that Linux alternatives (e.g., Shell customizer for reboots) are not available and suggest workarounds if possible.
  • Expand Linux example coverage where possible, ensuring parity in detail and visibility.
GitHub Create Pull Request

Scan History

Date Scan Status Result
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
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets