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 demonstrates a Windows bias in several ways: it exclusively references Windows-centric identity technologies (Active Directory, NTLM/Kerberos, ADFS), provides guidance and links only for Windows Server tools and deployment, and omits Linux equivalents or cross-platform alternatives for identity management. Examples and recommendations are tailored to Windows environments, with no mention of Linux-based identity solutions or integration patterns.
Recommendations
  • Include examples and guidance for deploying identity infrastructure (such as LDAP, Kerberos, or SSSD) on Linux-based Azure VMs.
  • Reference cross-platform identity management tools and protocols, such as Samba for Active Directory integration on Linux, or Azure AD authentication libraries for non-Windows platforms.
  • Provide parity in documentation by showing how Linux-based applications can participate in hybrid identity scenarios, including app registration and authentication flows.
  • Mention and link to documentation for Linux-based domain controllers (e.g., Samba AD DC) and federation services, where applicable.
  • Add explicit Linux command-line examples (e.g., using curl or wget for OpenID configuration discovery) alongside browser-based instructions.
  • Clarify that Azure Government supports both Windows and Linux workloads, and offer best practices for identity management in Linux environments.
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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