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 page demonstrates a Windows bias in several ways: Windows-specific features (such as Extended Security Updates for Windows Server and SQL Server) are highlighted, Windows management tools (SCVMM, PowerShell) are mentioned more frequently and sometimes before Linux equivalents, and onboarding instructions for Azure VMware Solution link to Windows-specific tabs. While Linux is referenced as supported, concrete Linux-specific examples, tools, or onboarding instructions are missing or less emphasized. Automation examples mention PowerShell before Python, and there is a lack of parity in Linux-specific operational guidance.
Recommendations
  • Provide explicit Linux onboarding instructions and examples alongside Windows, including links to Linux-specific documentation where available.
  • Include Linux-specific management tools and patterns (e.g., systemd, shell scripts) in automation and configuration sections, not just PowerShell.
  • Balance feature tables and capability lists by highlighting Linux-specific features and scenarios, such as kernel-level monitoring, SELinux/AppArmor integration, or Linux patching nuances.
  • Ensure that documentation links (such as onboarding guides) offer both Windows and Linux tabs or instructions, not defaulting to Windows.
  • Add concrete Linux use cases and operational examples (e.g., onboarding Ubuntu or RHEL servers, using Linux CLI tools) to demonstrate parity.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased