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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation demonstrates a Windows-first approach in several areas: Windows instructions and tabs are consistently presented before Linux equivalents, and some features (such as Python on Windows) are explicitly unsupported, with users redirected to Linux. The use of Azure CLI is cross-platform, but the documentation often refers to Windows-specific tools, settings, and patterns first. There are also sections where Linux examples are only provided as a secondary option or are missing entirely for certain languages. PowerShell is treated as a first-class language, with specific pivots and examples, reinforcing a Windows-centric perspective.
Recommendations
  • Present Linux and Windows instructions in parallel, or default to Linux-first where appropriate, especially for languages more commonly used on Linux (e.g., Python, Node.js).
  • Ensure that all examples and instructions are provided for both Windows and Linux, even if certain features are unsupported, with clear explanations and alternatives.
  • Avoid language in the documentation that assumes Windows as the default or primary OS; instead, use neutral phrasing or clarify when instructions are OS-specific.
  • Where PowerShell is used as an example, provide equivalent Bash or shell script examples for Linux users.
  • Highlight any feature parity gaps and provide workarounds or timelines for Linux support where possible.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets