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
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by focusing on Active Directory-based authentication (Microsoft Entra Domain Services), referencing PowerShell as a primary access method, and omitting Linux-specific authentication or management examples. Windows tools and patterns (Active Directory, PowerShell) are mentioned exclusively or before any Linux equivalents. There are no examples or guidance for Linux-native authentication (such as LDAP/Kerberos integration outside of AD), nor are Linux command-line tools or workflows discussed.
Recommendations
  • Include examples for Linux-native authentication methods, such as integrating with open-source LDAP or Kerberos servers.
  • Provide Linux command-line examples for cluster access and management (e.g., using SSH, curl, or Linux CLI tools) alongside PowerShell examples.
  • Mention and document Linux equivalents for Active Directory, such as FreeIPA or OpenLDAP, where applicable.
  • Ensure that references to tools and workflows are cross-platform, and avoid listing Windows/PowerShell methods first or exclusively.
  • Add explicit guidance for Linux users on how to interact with HDInsight clusters, including authentication, authorization, and auditing.
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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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased