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
windows_tools
Summary
The documentation demonstrates a Windows bias by emphasizing Active Directory (a Windows-centric technology) and Microsoft Entra Domain Services for authentication, with no mention of Linux-native alternatives (such as LDAP or MIT Kerberos). The authentication examples reference PowerShell as a client tool, but do not mention Linux command-line tools or SSH-based workflows. The documentation does not provide Linux-specific guidance or parity in examples, and Windows tools/patterns are referenced exclusively or before any Linux equivalents.
Recommendations
  • Include Linux-native authentication options (such as integration with OpenLDAP or MIT Kerberos) or clarify if only Active Directory is supported.
  • Provide examples of connecting to HDInsight clusters using Linux command-line tools (e.g., SSH, curl, or Linux-based JDBC/ODBC clients), not just PowerShell.
  • Mention Linux-based administrative workflows and tools alongside Windows/PowerShell examples.
  • Clarify any platform-specific requirements or limitations, and ensure that Linux users are not left without guidance.
  • If PowerShell is referenced, also provide equivalent Bash or shell commands for Linux environments.
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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