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
powershell_heavy
missing_linux_example
Summary
The documentation page exhibits a moderate Windows bias. It references Windows-centric tools and patterns (e.g., Active Directory, Kerberos, Ambari UI, Microsoft Entra Domain Services) and administrative concepts that are primarily relevant to Windows environments. Windows terminology and tools are mentioned first or exclusively (e.g., domain join, OU, SAMAccountName, NTLM/Kerberos authentication, AD Connect, and references to Windows Server Active Directory). There is a lack of Linux-specific examples or alternative approaches, and the troubleshooting and configuration steps assume familiarity with Windows/AD paradigms. While some Linux commands (e.g., ktutil, ssh, crontab) are mentioned, they are presented in the context of integrating with Windows-based identity infrastructure.
Recommendations
  • Provide equivalent Linux-focused examples for identity management, authentication, and cluster administration, such as using OpenLDAP, MIT Kerberos, or SSSD.
  • Include guidance for environments that use Linux-native identity providers or federated authentication systems not based on Active Directory.
  • Clarify which steps are OS-agnostic and which are specific to Windows/AD, and offer alternatives for Linux-centric deployments.
  • Add troubleshooting and configuration instructions for Linux tools and patterns (e.g., systemd, Linux file permissions, Linux-based certificate management).
  • Explicitly state any platform dependencies and suggest cross-platform best practices where possible.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean