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
Summary
The documentation provides step-by-step instructions for Azure portal, PowerShell, and Azure CLI. PowerShell examples are given equal prominence to CLI, but PowerShell is a Windows-centric tool and is listed before CLI in all code sections. There are no Linux-specific shell examples (e.g., Bash scripts outside of Azure CLI), and no mention of Linux tools or patterns. The documentation assumes familiarity with PowerShell and presents it as a primary automation method, which may disadvantage Linux users who prefer Bash or other shells.
Recommendations
  • List Azure CLI examples before PowerShell examples to reflect cross-platform parity and reduce Windows-first bias.
  • Explicitly mention that Azure CLI commands work natively on Linux, macOS, and Windows, while PowerShell is primarily Windows-centric (unless using PowerShell Core).
  • Add Bash script examples for common tasks, such as looping over containers or endpoints, to demonstrate Linux-native automation.
  • Include notes or links for Linux users on installing and using Azure CLI, and clarify any platform-specific differences.
  • Consider adding troubleshooting steps or validation commands using Bash or other Linux tools where appropriate.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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 Clean Clean
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

Flagged Code Snippets