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 exhibits a Windows bias in several areas. Windows technologies, tools, and terminology are often mentioned first or exclusively, such as Hyper-V, BitLocker, Windows Firewall, and Windows-specific security features. Powershell and Windows portal are frequently referenced as primary management interfaces, with Linux alternatives mentioned later or not at all. Some technical explanations (e.g., Drawbridge, Hypervisor, security mitigations) are deeply rooted in Windows architecture, and Linux-specific details are sometimes missing or less detailed.
Recommendations
  • Ensure that Linux examples and tools (e.g., Azure CLI, SSH, Linux firewall, DM-Crypt) are presented alongside or before Windows equivalents, especially in code snippets, configuration, and management instructions.
  • Provide balanced coverage of both Windows and Linux in technical explanations, including equal detail on Linux-based isolation, security, and encryption mechanisms.
  • Avoid using Windows-centric terminology as the default; use cross-platform or neutral terms where possible.
  • When referencing management interfaces (portal, PowerShell, CLI), always include Azure CLI and Linux-native tools in parallel with Windows/PowerShell.
  • Expand sections on Linux-specific technologies (e.g., DM-Crypt, iptables, SELinux/AppArmor, SSH) to match the depth given to Windows technologies.
  • Review all tables, figures, and callouts to ensure Linux is equally represented in security guidance and best practices.
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Scan History

Date Scan Status Result
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Biased Biased
2026-02-09 00:00 #358 completed Clean Clean
2026-02-08 00:00 #354 completed Biased Biased
2026-02-05 00:00 #342 completed Clean Clean
2026-02-04 00:00 #338 completed Clean Clean
2026-02-03 00:00 #334 completed Clean Clean
2026-02-02 00:00 #330 completed Clean Clean
2026-02-01 00:00 #326 completed Biased Biased
2026-01-31 00:00 #322 completed Biased Biased
2026-01-30 00:00 #318 completed Clean Clean
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Clean Clean
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