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 several examples and references that prioritize Windows tools and patterns, such as PowerShell and Windows-specific ARM templates, before or instead of Linux equivalents. Some explanations and port usage are described primarily in the context of Windows (e.g., netsh commands, PowerShell APIs), and references to Linux are less detailed or appear after Windows examples. There are sections where Linux-specific guidance is minimal or missing, especially regarding command-line examples and tooling.
Recommendations
  • Provide Linux CLI (az, bash) examples alongside or before PowerShell examples for cluster management and networking tasks.
  • Include references to Linux-specific ARM templates and sample configurations, not just Windows-focused ones.
  • Clarify when port ranges or networking rules differ for Linux clusters, and provide explicit Linux guidance (e.g., how to check ephemeral ports on Linux).
  • Mention Linux equivalents for Windows tools (e.g., netstat or ss instead of netsh), and provide Linux-specific troubleshooting steps.
  • Balance references to Windows and Linux in introductory and summary sections to avoid Windows-first impression.
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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
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets