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 (Active Directory, Kerberos/NTLM, Ambari UI, Microsoft Entra Domain Services) and administrative concepts that are familiar to Windows administrators. Windows/AD terminology is used throughout, and Windows tools (such as Ambari UI, domain join, OU, SAMAccountName) are mentioned before or instead of Linux equivalents. While some Linux commands (e.g., ssh, ktutil, cron) are present, there are no explicit Linux-focused examples or guidance, and the overall framing assumes a Windows/AD environment as the default. There is little mention of Linux-native identity management, authentication, or alternative approaches.
Recommendations
  • Add explicit Linux examples and instructions for key tasks (e.g., managing Ranger audit logs, user sync, Kerberos keytab creation) using Linux-native tools and CLI commands.
  • Provide parity in documentation for Linux identity management and authentication (e.g., mention integration with LDAP, FreeIPA, or MIT Kerberos where possible).
  • Where Windows/AD terminology is used, clarify how equivalent concepts map to Linux environments and provide guidance for organizations using non-Windows infrastructure.
  • Include troubleshooting steps and configuration examples for Linux-based clusters and environments.
  • Balance references to Ambari UI and Windows-centric tools with CLI and Linux-native alternatives, ensuring both are covered equally.
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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