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_tools
windows_first
missing_linux_example
Summary
The documentation page exhibits a moderate Windows bias, especially in sections discussing legacy authentication and infrastructure. Windows-centric tools and patterns such as Active Directory Domain Services, ADFS, and NTLM/Kerberos authentication are referenced exclusively, with no mention of Linux equivalents or alternatives. Guidance and external links focus on Windows Server technologies, and there are no examples or instructions for Linux-based identity management or authentication solutions. Additionally, Windows terminology and tools are presented first and exclusively in critical infrastructure scenarios.
Recommendations
  • Include guidance or references for Linux-based identity management solutions, such as integration with LDAP, Samba, or Kerberos on Linux.
  • Provide examples or documentation for deploying identity infrastructure (e.g., domain controllers, federation services) on Linux virtual machines in Azure.
  • Mention cross-platform authentication protocols and how they can be implemented in non-Windows environments.
  • Clarify which steps or technologies are Windows-specific and offer Linux/macOS alternatives where possible.
  • Add parity in diagrams and walkthroughs to show both Windows and Linux approaches for hybrid and legacy identity scenarios.
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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