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
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias, especially in the automated testing section, where PowerShell and Visual Studio/NUnit are highlighted as primary tools for CI/CD and testing. There are no explicit Linux/macOS alternatives or examples provided for these workflows, and the use of Windows-centric tools is mentioned without parity for cross-platform equivalents. However, the majority of the page is platform-neutral, focusing on Azure portal and web UI workflows.
Recommendations
  • Include examples for automated testing and CI/CD using cross-platform tools such as Bash scripts, Python, or other Linux/macOS compatible frameworks.
  • Mention and provide sample usage of Azure CLI (az) in Bash or zsh environments, not just PowerShell.
  • Highlight that NUnit and Visual Studio are Windows-centric, and suggest alternatives like pytest, xUnit, or other cross-platform testing frameworks.
  • Add explicit notes or sections for Linux/macOS users, clarifying how to perform equivalent tasks (e.g., running test pipelines, scripting deployments) on their platforms.
  • Provide links to documentation or tutorials for setting up CI/CD pipelines using GitHub Actions, Azure Pipelines, or other tools from Linux/macOS environments.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed 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