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
missing_linux_example
windows_tools
Summary
The documentation demonstrates a Windows bias by prioritizing Windows-centric tools and workflows, such as Azure DevOps, PowerShell, and Visual Studio/NUnit, with little to no mention of Linux or cross-platform alternatives. Examples and recommendations for CI/CD, automated testing, and scripting focus on Windows tools and environments, while Linux-native or cross-platform approaches are omitted.
Recommendations
  • Include Linux and cross-platform examples for CI/CD pipelines, such as using GitHub Actions, Azure CLI in Bash, or other popular CI/CD tools (e.g., Jenkins, GitLab CI) that are commonly used on Linux.
  • Provide sample scripts and automation steps using Bash and Azure CLI, not just PowerShell.
  • Mention and demonstrate cross-platform testing frameworks (e.g., pytest for Python, Mocha for Node.js) alongside NUnit/Visual Studio.
  • Clarify that Azure CLI and Data Factory tools are available on Linux/macOS and provide installation or usage notes for those platforms.
  • When referencing tools like PowerShell or Visual Studio, also reference their Linux/macOS equivalents or alternatives.
  • Ensure screenshots and UI walkthroughs do not assume a Windows environment exclusively.
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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