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_first
windows_tools
Summary
The documentation provides both Windows and Linux examples for Azure Image Builder, but there is a notable Windows bias in several areas. PowerShell is frequently referenced for checksum generation and image operations, often before Linux equivalents. Windows-specific customizers (PowerShell, WindowsRestart, WindowsUpdate) are described in detail, while Linux customizers (Shell) are covered but less prominently. Windows tools and commands (e.g., PowerShell cmdlets, Sysprep) are mentioned first or exclusively in some sections, and instructions for generating checksums or performing operations often default to Windows/PowerShell before Linux alternatives.
Recommendations
  • Ensure Linux (bash/terminal) examples are provided alongside PowerShell examples for all operations, especially checksum generation and image template operations.
  • Present Linux and Windows examples with equal prominence, alternating which is shown first or grouping by OS.
  • Add more detailed Linux-specific guidance for customizers and validations, matching the depth given to Windows customizers.
  • Where possible, reference cross-platform tools (e.g., Azure CLI) before platform-specific tools (e.g., PowerShell).
  • Clarify in each section which features are Windows-only and which are cross-platform to avoid confusion.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #400 in_progress Biased Biased
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

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