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
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page exhibits several Windows-centric biases. All command-line examples for preview registration and IIS installation use Azure PowerShell, with no equivalent Azure CLI or Bash/Linux instructions. The VM creation walkthrough exclusively uses Windows Server 2019 Datacenter, and IIS (a Windows web server) is installed for backend testing, with no mention of Linux VMs or Apache/Nginx alternatives. The documentation references Windows tools and patterns first and exclusively, omitting Linux options throughout.
Recommendations
  • Provide Azure CLI and/or Bash examples alongside Azure PowerShell for preview registration and resource management.
  • Include instructions for creating Linux-based backend VMs (e.g., Ubuntu) and installing a Linux web server (e.g., Apache or Nginx) for parity.
  • Offer examples for installing web servers on Linux VMs using cloud-init or custom script extensions.
  • Explicitly mention that Application Gateway supports both Windows and Linux backend servers.
  • Balance screenshots and walkthroughs to show both Windows and Linux scenarios where applicable.
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 Biased Biased
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