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
missing_linux_example
Summary
The documentation demonstrates a Windows bias by consistently referencing Windows-centric tools (such as 'Active Directory Sites and Services'), patterns, and terminology. Windows authentication scenarios and tools are described first and in greater detail, while Linux scenarios (Kerberos authentication for Linux clients) are mentioned briefly and without example. All configuration walkthroughs and screenshots use Windows GUI tools, with no Linux equivalents or CLI alternatives provided.
Recommendations
  • Include Linux-focused configuration examples, such as using Samba or sssd for AD DS integration, and demonstrate Kerberos setup for Linux clients.
  • Provide CLI-based instructions (e.g., PowerShell, Windows CMD, and Linux shell commands) for tasks currently described only with Windows GUI tools.
  • Add parity in troubleshooting and validation steps for Linux clients, such as using 'kinit', 'ldapsearch', or 'realm' commands.
  • Reference Linux documentation and tools (e.g., Systemd-timesyncd, chrony, ntpd for time source configuration) alongside Windows equivalents.
  • Ensure authentication scenarios for Linux are described with equal detail, including network, DNS, and site topology considerations.
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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
2026-01-12 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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased