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
Summary
The documentation page is largely OS-neutral, focusing on ARM template best practices. However, there is a notable Windows bias in the section discussing parameter naming conflicts, which references only the PowerShell deployment command (New-AzResourceGroupDeployment) and its parameter handling. Additionally, in the list of links for connecting to virtual machines, Windows connection guides are listed before Linux equivalents, and WinRM (Windows-specific) is mentioned explicitly. No Linux shell or CLI examples are provided for deployment scenarios, and Linux tools or patterns are not discussed in parity with Windows/PowerShell.
Recommendations
  • Include examples and discussion of deploying ARM templates using Azure CLI (az deployment), with Linux/macOS shell syntax.
  • When discussing parameter naming conflicts, mention how Azure CLI handles such cases, not just PowerShell.
  • In lists of VM connection guides, alternate or balance the order of Windows and Linux links, or group them by OS.
  • Reference Linux/macOS tools and workflows (e.g., Bash, SSH, Azure CLI) where relevant, alongside Windows/PowerShell.
  • Add explicit Linux/macOS examples for template deployment and management.
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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 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 Biased Biased

Flagged Code Snippets