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
missing_linux_example
Summary
The documentation page demonstrates a notable Windows bias, especially in the backend VM creation and configuration steps. It exclusively uses Windows Server VMs as backend examples and provides only PowerShell commands for installing IIS, with no mention of Linux VM options or equivalent instructions for Apache/Nginx installation. The use of Azure PowerShell and Windows features is presented as the default path, with no Linux alternatives or parity.
Recommendations
  • Include Linux VM creation steps alongside Windows, such as Ubuntu or other supported distributions.
  • Provide equivalent instructions for installing a web server (e.g., Apache or Nginx) on Linux VMs, using Bash/Azure CLI.
  • Offer both PowerShell and Bash/CLI commands for backend server setup, and clearly indicate that Application Gateway supports Linux-based backends.
  • Present examples for both platforms in parallel, or alternate which is shown first.
  • Explicitly mention that IIS is optional and that any web server (including those on Linux) can be used for testing.
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Scan History

Date Scan Status Result
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-11 00:00 #95 cancelled Clean Clean
2026-01-10 00:00 #92 completed Clean Clean
2026-01-09 00:00 #87 cancelled Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Biased Biased
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets