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 guidance in several areas, but there are notable Windows biases. Windows/PowerShell examples and terminology are often presented first or exclusively (e.g., PowerShell APIs, Windows container networking, ARM template samples for Windows clusters). Some explanations reference Windows-specific tools (e.g., netsh, PowerShell) without Linux equivalents. Linux examples are sometimes missing or less detailed, and Windows-centric scenarios (like patching) are described in more depth.
Recommendations
  • Ensure Linux examples (e.g., CLI commands, Linux container networking) are provided alongside Windows/PowerShell examples.
  • Where PowerShell or Windows tools are mentioned, add equivalent Linux commands (e.g., show dynamic port range on Linux).
  • Balance the order of examples and explanations so Linux is not consistently secondary.
  • Expand Linux-specific best practices, such as patching, monitoring, and application networking.
  • Provide ARM template samples for Linux clusters with NSG setup, not just Windows.
  • Clarify when guidance is Windows-only and provide Linux alternatives where possible.
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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