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 provides both Windows and Linux coverage, but there is a notable Windows bias. Windows examples, especially PowerShell-based, are presented first and in greater detail. Many code samples and templates (Bicep, ARM) focus exclusively on Windows VM creation and extension installation, with Linux equivalents either missing or less emphasized. Windows-specific requirements and troubleshooting steps are more thoroughly documented, while Linux instructions are often brief or absent. The use of PowerShell as the primary automation tool further reinforces the Windows-centric approach.
Recommendations
  • Provide Linux-first or side-by-side examples for all code samples, especially in Bicep, ARM templates, and REST API sections.
  • Include explicit Linux VM creation and extension installation steps in Bicep and ARM template examples.
  • Offer Bash or shell script alternatives to PowerShell for Linux users, and clarify when PowerShell Core is required/supported on Linux.
  • Expand Linux-specific troubleshooting, permissions, and configuration guidance to match the depth provided for Windows.
  • Ensure all platform-specific requirements (e.g., CPU quota, hardening, package dependencies) are equally detailed and easy to find.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets