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
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by focusing exclusively on Active Directory-based authentication (Microsoft Entra Domain Services), referencing domain credentials, and listing PowerShell as a primary access method for cluster interaction. There are no examples or mentions of Linux-native authentication systems (such as LDAP, Kerberos outside AD, or PAM), nor are Linux command-line tools or shell examples provided for cluster access or management. The documentation assumes a Windows-centric enterprise environment and omits Linux-specific guidance.
Recommendations
  • Include examples of authenticating and managing HDInsight clusters using Linux-native tools (e.g., SSH, curl, Linux shell commands).
  • Mention and provide guidance for integrating with non-Active Directory identity providers (e.g., LDAP, MIT Kerberos) where possible.
  • Provide sample commands and workflows for Linux users, such as using bash scripts or Linux CLI utilities to interact with clusters.
  • Clarify whether features like ODBC/JDBC, REST APIs, and auditing are equally accessible from Linux environments, and provide relevant examples.
  • Balance references to PowerShell with equivalent bash or Linux shell examples for common administrative tasks.
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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