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
missing_linux_example
Summary
The documentation page exhibits a strong Windows bias, primarily through the exclusive use of PowerShell for all CLI examples, reliance on Windows-centric tools and patterns, and the absence of Linux CLI equivalents (such as Bash or Azure CLI). Windows/PowerShell tooling is presented as the default for scripting and automation, with no parity for Linux users. Additionally, proximity placement group links and references often point to Windows-specific documentation, and the PowerShell module is assumed as the standard interface for automation tasks.
Recommendations
  • Provide equivalent Azure CLI (az) examples for all PowerShell commands, ensuring Linux users can follow along without needing PowerShell.
  • Include Bash shell scripting examples where appropriate, especially for automation tasks.
  • Reference both Windows and Linux documentation for proximity placement groups and related Azure features.
  • Explicitly mention Linux support and requirements in prerequisites and setup sections.
  • Add guidance for installing and using Azure CLI on Linux, and clarify when PowerShell is required versus when Azure CLI can be used.
  • Ensure screenshots and UI references are platform-neutral or provide both Windows and Linux variants where differences exist.
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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
2026-01-11 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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets