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
Summary
The documentation page provides only Azure PowerShell examples for critical deployment steps (e.g., creating VMs, availability sets, proximity placement groups), with no equivalent Azure CLI or Linux shell commands shown. References to deployment guides for Linux (Azure CLI) are present, but actual examples and walkthroughs in the main content are exclusively PowerShell-based. This creates friction for Linux/macOS users who are more likely to use Azure CLI or Bash, and may not have access to PowerShell.
Recommendations
  • Add Azure CLI (az) command examples alongside all PowerShell examples for VM, availability set, and proximity placement group operations.
  • Explicitly mention that all operations can be performed via Azure CLI on Linux/macOS, and provide links or inline examples.
  • Reorder examples so that CLI and PowerShell are presented together or alternate which is shown first.
  • Include a short section on cross-platform tooling, clarifying that both Windows and Linux users are supported.
GitHub Create Pull Request

Scan History

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

Flagged Code Snippets