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 demonstrates a notable Windows bias, especially in the backend VM setup and testing sections. Only Windows Server is used as the backend example, and IIS installation is performed exclusively via Azure PowerShell and Windows-specific commands. There are no Linux VM or Apache/Nginx examples, nor is there any mention of Bash or Linux-native tools. This may create friction for users who prefer or require Linux-based backends.
Recommendations
  • Provide parallel instructions for creating Linux VMs (e.g., Ubuntu) as backend servers.
  • Include examples for installing a web server on Linux (e.g., Apache or Nginx) using Bash or Azure CLI.
  • Offer both PowerShell and Bash/CLI commands for VM extension installation and configuration.
  • Explicitly mention that Application Gateway supports both Windows and Linux backend servers.
  • Present Windows and Linux examples side-by-side or alternate which is shown first.
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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
2026-01-12 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