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 demonstrates a Windows bias primarily through its repeated references to Windows-specific tools and patterns, such as AD FS, Windows Server Active Directory, and features like 'AD FS Extranet Smart Lockout.' There is a lack of parity for Linux or cross-platform equivalents, with no mention of how to implement similar security controls or monitoring for non-Windows environments. The guidance and examples consistently assume a Windows-centric infrastructure, omitting instructions or references for organizations using Linux-based identity solutions or hybrid environments with significant Linux components.
Recommendations
  • Include examples and guidance for securing Linux-based identity infrastructure, such as integration with LDAP, Kerberos, or other open-source identity providers.
  • Provide parity for features like password protection and smart lockout by referencing cross-platform solutions or third-party tools available for Linux environments.
  • Add instructions for monitoring and alerting using Linux-native SIEM tools (e.g., ELK stack, Splunk) alongside Azure Monitor and Sentinel.
  • When discussing hybrid environments, explicitly address scenarios where Linux servers or non-Windows systems are present, and offer recommendations for securing those systems.
  • Avoid assuming AD FS or Windows Server Active Directory as the default on-premises identity provider; mention alternatives and how Microsoft Entra can integrate with them.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased