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
windows_tools
Summary
The documentation page demonstrates a Windows bias by listing Azure PowerShell examples after Azure CLI, providing detailed PowerShell commands, and referencing Windows-centric tools and patterns (such as PowerShell and credential objects). While the Azure CLI examples use Ubuntu images and SSH authentication, the PowerShell section is more extensive and uses Windows-style parameters and patterns. There is no explicit Linux shell scripting example (e.g., Bash), and PowerShell is presented as a primary automation method, which may disadvantage Linux users.
Recommendations
  • Add Bash shell script examples for Linux users, especially for automation scenarios.
  • Clarify that PowerShell is cross-platform, but provide examples using native Linux tools where appropriate.
  • Ensure parity in example depth and detail between CLI and PowerShell sections.
  • Avoid Windows-centric terminology (e.g., 'Credential objects') unless also explaining Linux equivalents.
  • Explicitly mention Linux prerequisites and patterns (e.g., SSH key management, environment variables) alongside Windows ones.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #252 completed Clean Clean
2026-01-13 00:00 #248 completed Biased Biased
2026-01-11 00:00 #242 completed Biased Biased
2026-01-10 00:00 #239 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets