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
missing_linux_example
windows_tools
windows_first
Summary
The documentation page demonstrates a strong bias toward Windows and PowerShell. All command-line examples use Azure PowerShell, with no Azure CLI (bash) equivalents provided for Linux/macOS users. The instructions for deploying, validating, and cleaning up resources exclusively use PowerShell scripts, and the Cloud Shell examples are PowerShell-centric. There is no mention or prioritization of Linux-native tools or workflows, and the documentation does not provide Linux-specific guidance or parity.
Recommendations
  • Add Azure CLI (bash) examples alongside PowerShell for all deployment, validation, and cleanup steps.
  • Explicitly mention that Azure Cloud Shell supports both Bash and PowerShell, and provide instructions for both.
  • Ensure that Linux/macOS users are given equal guidance and visibility for their preferred tools and workflows.
  • Reorder or parallelize examples so that Windows and Linux approaches are presented together, rather than PowerShell/Windows first.
  • Link to Azure CLI documentation and usage guides in the prerequisites and relevant sections.
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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
2026-01-11 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets