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_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Azure PowerShell cmdlets for role management, mentioning them before any Linux or cross-platform alternatives. There are no CLI (az), Bash, or Linux shell examples provided, nor is there mention of Linux-native tools or workflows. The SDK samples are in C#, a language most associated with Windows development. No Linux-specific guidance or parity is offered for command-line management or scripting.
Recommendations
  • Provide equivalent Azure CLI (az) command examples for all PowerShell cmdlet usage, ensuring Linux and macOS users have clear instructions.
  • Include Bash or shell script samples for API calls, using curl or similar tools, to demonstrate cross-platform management.
  • Mention and document any Linux-native tools or workflows for Azure Stack Edge management, if available.
  • Clarify platform support for SDKs and cmdlets, and explicitly state if/when cross-platform options are available.
  • Consider adding Python or other cross-platform SDK samples alongside C#.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets