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 demonstrates a moderate Windows bias. It references Windows-centric tools and concepts (Active Directory, Kerberos/NTLM, Ambari UI, Microsoft Entra Domain Services) and administrative patterns familiar to Windows administrators. Windows tools and terminology (OU, domain join, AD Connect, SAMAccountName, etc.) are used throughout, often without Linux equivalents or cross-platform alternatives. Where command-line examples are given (e.g., keytab generation), only Linux/Unix commands are shown, but the majority of configuration and troubleshooting guidance assumes a Windows-oriented environment. There are no PowerShell examples, but the documentation is heavily oriented toward Windows infrastructure and management paradigms, with little mention of Linux-native identity management or open-source alternatives.
Recommendations
  • Provide explicit Linux equivalents or alternatives for Windows-centric concepts (e.g., discuss integration with Linux-native LDAP/Kerberos setups, or alternatives to Active Directory).
  • Include Linux command-line examples for administrative tasks (e.g., managing Ranger audit logs, user sync, certificate renewal) alongside any Windows GUI or tool instructions.
  • Clarify which steps are OS-agnostic and which are specific to Windows, and offer guidance for Linux administrators where possible.
  • Reference open-source or cross-platform tools (such as OpenLDAP, MIT Kerberos) where appropriate, and discuss how they could be integrated with HDInsight clusters.
  • Balance the documentation by mentioning Linux-first or cloud-native identity management approaches, not just Microsoft/Windows-centric ones.
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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