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 virtual machines as backend targets and providing only Windows-specific instructions (such as installing IIS via PowerShell). There are no Linux VM examples, nor instructions for installing a Linux web server (e.g., Apache or Nginx). The only VM creation walkthrough uses Windows Server, and the only backend setup uses IIS and PowerShell. The testing and verification steps are also Windows-centric. While Azure CLI is mentioned as an alternative, all concrete examples and screenshots are Windows-focused.
Recommendations
  • Add parallel instructions for creating Linux VMs (e.g., Ubuntu) as backend servers.
  • Provide Linux-specific commands for installing a web server (such as Apache or Nginx) for testing.
  • Include examples using Bash/SSH in Azure Cloud Shell, not just PowerShell.
  • Show how to add Linux VMs to the backend pool and verify connectivity.
  • Ensure screenshots and walkthroughs represent both Windows and Linux scenarios.
  • Explicitly mention that Application Gateway supports both Windows and Linux backends, and link to relevant documentation.
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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets