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 Windows bias by exclusively using Windows Server virtual machines as backend examples, providing only PowerShell commands for IIS installation, and omitting any Linux VM or Linux web server setup instructions. Windows tools and patterns (IIS, PowerShell) are mentioned and used without Linux equivalents, and Windows is presented as the default/first choice for backend servers.
Recommendations
  • Include parallel instructions for deploying Linux-based backend VMs (e.g., Ubuntu) alongside Windows examples.
  • Provide Linux-specific commands (such as Bash/SSH and apt-get for installing Apache or Nginx) for web server setup and verification.
  • Offer Azure CLI or Bash script examples in addition to PowerShell for VM extension management and configuration.
  • Explicitly mention that Application Gateway supports both Windows and Linux backends, and illustrate with examples.
  • Balance screenshots and walkthroughs to show both Windows and Linux VM creation and configuration in the Azure portal.
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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