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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation is heavily oriented toward Windows environments, with all examples and instructions using Windows-specific tools (Remote Desktop, MMC, Server Manager, PowerShell). There are no Linux equivalents or alternative workflows provided, and Windows patterns are presented as the default or only option for key steps such as domain controller setup, certificate management, and network configuration.
Recommendations
  • Provide Linux-based alternatives for domain controller setup and management, such as using Samba/SSSD for domain services.
  • Include examples using Azure CLI and Bash scripts alongside PowerShell for resource creation and configuration.
  • Document how to connect to VMs using SSH rather than only Remote Desktop, and clarify how Linux admins can perform equivalent tasks.
  • Explain certificate creation and management using OpenSSL and Linux tools, not just MMC and Windows wizards.
  • Add guidance for managing users and groups in Microsoft Entra ID from Linux environments, possibly via Azure CLI or REST API.
  • Ensure all major steps have both Windows and Linux instructions/examples, or explicitly note platform limitations.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed 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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets