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
powershell_heavy
windows_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates a notable Windows bias. All command-line examples are provided exclusively in PowerShell, with no Linux shell or cross-platform alternatives. The instructions focus on Microsoft Entra Domain Services and Active Directory, which are Windows-centric technologies. There is no mention of Linux-compatible tools, nor guidance for users operating from Linux/macOS environments. The use of PowerShell modules is assumed, and no Bash or CLI equivalents are offered.
Recommendations
  • Provide equivalent instructions using Azure CLI or Bash where possible, especially for service principal and policy management.
  • Include explicit guidance for Linux/macOS users, such as how to install and use Azure CLI or REST API for relevant operations.
  • Clarify whether any steps (such as domain joining, Kerberos setup) can be performed from non-Windows environments, and document those workflows.
  • Add notes or links to cross-platform tools and documentation for identity management and cluster configuration.
  • Consider reordering examples so that cross-platform or Linux-native options are presented alongside or before Windows/PowerShell instructions.
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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
2025-07-16 00:00 #52 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets