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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a strong Windows bias. PowerShell scripts are the primary method shown for ARM template deployment, with no mention of Bash, Azure CLI, or Linux-native alternatives. Windows-based tools and patterns (such as Azure PowerShell and AzureFileCopy) are used exclusively or before any Linux equivalents. YAML examples use 'windows-latest' VM images for key tasks, and there are no Linux-specific or cross-platform examples provided.
Recommendations
  • Add equivalent examples using Bash scripts and Azure CLI for ARM template deployment.
  • Provide YAML samples that use 'ubuntu-latest' or other Linux VM images for all tasks, not just the PowerShell example.
  • Mention and demonstrate cross-platform tools like AzCopy CLI and Azure CLI, showing usage on both Windows and Linux agents.
  • Include guidance for users working in Linux environments, such as handling file paths, permissions, and shell script integration.
  • Balance the order of presentation so that Linux and cross-platform methods are shown alongside or before Windows-specific approaches.
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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