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 alternatives, and providing no examples for Linux-native tools or CLI usage. The SDK samples are in C#, which is more common in Windows environments. There are no Bash, Azure CLI, or Linux shell examples, nor any mention of Linux-specific tooling or workflows, despite the host platform often being 'Linux'.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell cmdlets mentioned (e.g., az stackedge role commands).
  • Provide Bash or shell script samples for API calls, using curl or httpie, to demonstrate Linux-native workflows.
  • Include SDK samples in languages popular on Linux (e.g., Python, Node.js) alongside C#.
  • Explicitly mention Linux support and parity in the cmdlet section, and link to cross-platform documentation.
  • Clarify whether all features and management tasks can be performed from Linux environments, and provide guidance for Linux users.
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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