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
windows_tools
missing_linux_example
Summary
The documentation demonstrates a Windows bias by referencing Windows Server VMs as the default/basis for the ID Broker node, focusing on Microsoft Entra Domain Services (which is tightly integrated with Windows AD), and omitting explicit Linux-based administrative or authentication examples. Tooling and authentication flows are described in a Windows-centric context, and there are no Linux-specific instructions or parity in examples (e.g., no Linux SSH setup, no Linux-native tools mentioned).
Recommendations
  • Add explicit Linux-based examples for cluster administration, authentication, and SSH access (e.g., using Linux SSH clients, kinit, and keytab management on Linux).
  • Mention Linux-compatible tools for development and administration, such as Linux command-line utilities, and clarify that the authentication flows are cross-platform where applicable.
  • Include instructions or notes on how to configure and use the HDInsight ID Broker node if the cluster is running on Linux-based VMs, or clarify if this is not supported.
  • Balance references to Windows Server with equivalent Linux VM options, or state platform requirements clearly.
  • Provide parity in troubleshooting and operational guidance for both Windows and 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 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
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets