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
missing_linux_example
powershell_heavy
windows_tools
Summary
The documentation page demonstrates a Windows bias by exclusively using Windows Server as the VM image in examples, providing only PowerShell-based instructions for backend setup (IIS installation), and omitting Linux-based alternatives or CLI examples. Windows tools and patterns (IIS, PowerShell) are mentioned and used without reference to Linux equivalents, and Windows is presented as the default/only option for backend servers.
Recommendations
  • Include Linux-based examples, such as using Ubuntu or CentOS as VM images.
  • Provide instructions for installing a web server (e.g., Apache or Nginx) on Linux VMs using Bash/Azure CLI.
  • Offer both PowerShell and Bash/Azure CLI commands for VM extension configuration.
  • Present Windows and Linux options side-by-side or in parallel sections to ensure parity.
  • Explicitly mention that backend pools can use Linux VMs and provide guidance for their setup.
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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets