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_tools
windows_first
missing_linux_example
powershell_heavy
Summary
The documentation page demonstrates Windows bias by exclusively referencing Windows-centric tools and patterns, such as Remote Desktop Gateway and RDP for remote access, and by mentioning PowerShell as a primary automation tool before Azure CLI or REST APIs. There are no examples or mentions of Linux alternatives for remote access (e.g., SSH), nor are Linux-specific automation tools or patterns discussed. The documentation assumes a Windows-centric enterprise environment, omitting guidance for Linux-based workflows.
Recommendations
  • Include Linux remote access options, such as SSH bastion hosts or Azure Bastion, alongside or before Windows RDP/Remote Desktop Gateway.
  • Provide Linux-based automation examples (e.g., Bash scripts using Azure CLI) in addition to PowerShell.
  • Mention Linux domain join scenarios (e.g., using LDAP or SSSD) where applicable.
  • Clarify that DevTest Labs supports both Windows and Linux VMs, and provide parity in management and connectivity guidance.
  • Reference cross-platform tools and patterns (e.g., Azure CLI, Terraform) equally or before platform-specific ones.
GitHub Create Pull Request

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
2025-08-26 00:00 #92 cancelled Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased