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 demonstrates a Windows bias in several ways: Windows/Powershell tools and troubleshooting steps are presented first and in greater detail, with many remediation steps and error codes focused on Windows-specific technologies (PowerShell, WinRM, WMI, IIS). Linux troubleshooting is often mentioned only briefly or as a secondary note, and Linux-specific examples or commands are sparse or missing. For instance, PowerShell commands are used for both Windows and Linux validation, and Linux remediation steps are less detailed. Windows tools (WMI, IIS, PowerShell) are referenced extensively, while Linux equivalents (such as systemd, SSH, package managers) are not discussed.
Recommendations
  • Provide Linux-first or Linux-parity examples and troubleshooting steps alongside Windows instructions.
  • Include Linux-specific commands and tools (e.g., systemctl, journalctl, package manager commands) for error diagnosis and remediation.
  • Expand Linux error codes and remediation details to match the depth given to Windows (e.g., troubleshooting SSH, sudo, file permissions, SELinux/AppArmor issues).
  • Avoid assuming PowerShell is available for Linux troubleshooting; use native Linux shell commands and workflows.
  • For web app discovery, mention and support common Linux web servers (Apache, Nginx) and provide equivalent troubleshooting steps.
  • Clarify which steps are OS-agnostic and which are OS-specific, and ensure both Windows and Linux paths are equally documented.
  • Add more Linux-focused screenshots and UI references where applicable.
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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
2025-08-27 00:01 #93 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets