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 page exhibits a Windows bias, especially in sections discussing legacy authentication and infrastructure. It exclusively references Windows-centric technologies such as Active Directory Domain Services, NTLM/Kerberos authentication, and ADFS, with deployment guidance linked only to Windows Server documentation. There are no examples or mentions of Linux equivalents (e.g., Samba, MIT Kerberos, or Linux-based domain controllers), nor are Linux tools or patterns discussed for identity management or authentication. The guidance and examples are tailored to Windows environments, omitting Linux scenarios entirely.
Recommendations
  • Include examples and guidance for deploying identity infrastructure using Linux-based solutions, such as Samba for Active Directory compatibility or MIT Kerberos for authentication.
  • Provide parity in documentation by referencing both Windows and Linux deployment patterns for domain controllers and federated identity providers.
  • Add Linux-specific instructions or links for configuring authentication protocols (Kerberos/NTLM) in Azure Government environments.
  • Mention cross-platform tools and approaches for identity management, ensuring that Linux administrators have clear guidance.
  • Where possible, provide side-by-side examples for both Windows and Linux, especially in sections about legacy authentication and infrastructure deployment.
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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
2025-08-17 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

Flagged Code Snippets