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 exhibits a Windows bias by referencing Windows Server VMs as the platform for the ID Broker node, mentioning domain-joining to Microsoft Entra Domain Services (which is typically associated with Windows environments), and omitting explicit Linux setup or management instructions. All authentication infrastructure and troubleshooting guidance assume a Windows-centric Active Directory and VM environment, with no mention of Linux equivalents or alternative patterns for non-Windows clusters. There are no Linux-specific examples or references to Linux-native tools for cluster administration, authentication, or troubleshooting.
Recommendations
  • Provide explicit instructions and examples for Linux-based clusters, including how to set up and manage the ID Broker node on Linux VMs if supported.
  • Mention Linux-native authentication patterns (e.g., integration with MIT Kerberos, sssd, or other Linux domain join mechanisms) alongside or before Windows/Active Directory approaches.
  • Include Linux command-line examples for cluster administration, authentication (such as kinit, ssh, and keytab usage), and troubleshooting.
  • Clarify whether the ID Broker node must be Windows-based, or if Linux is supported, and provide parity in documentation for both platforms.
  • Reference Linux tools (such as OpenSSH, curl, or native Hadoop CLI tools) equally with Windows tools, and avoid assuming a Windows-only environment.
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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