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
missing_linux_example
Summary
The documentation demonstrates a Windows bias by consistently providing PowerShell examples before or alongside Azure CLI, referencing Windows-specific tools and patterns (such as PowerShell DSC and .ps1 scripts), and using Windows-centric terminology and artifacts (e.g., 'dotnet-core-music-windows', 'MicrosoftWindowsServer' images). There is a lack of Linux-specific examples, such as Bash scripts or Linux VM images, and Linux VM extension scenarios are not covered. The documentation assumes familiarity with Windows tooling and does not offer parity for Linux users.
Recommendations
  • Provide Linux/Bash equivalents for all PowerShell examples, especially for template function verification and resource provider queries.
  • Include examples using Linux VM images (e.g., Ubuntu, CentOS) and reference Linux publishers/offers/SKUs in template snippets.
  • Demonstrate VM extensions for Linux (e.g., Custom Script for Linux, OMSAgent) and show how to link to .sh scripts as artifacts.
  • Balance references to Windows tools (PowerShell, DSC) with Linux alternatives (Bash, cloud-init, Ansible).
  • Ensure that documentation sections mentioning Windows-specific patterns (such as .ps1 scripts) also mention or show Linux equivalents (.sh scripts).
  • Add notes or guidance for Linux users where tooling or workflow differs, including IDE recommendations and testing approaches.
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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 Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets