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_tools
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. It references Windows-centric tools such as PowerShell and Visual Studio/NUnit for automated testing, and examples or tutorials are given for these tools without mentioning Linux alternatives. The use of PowerShell and .NET/NUnit is highlighted for CI/CD and testing, while Linux-native tools (e.g., Bash, shell scripts, pytest) are not mentioned. Additionally, Windows tools and patterns are presented first or exclusively, and there are no explicit examples or guidance for Linux users.
Recommendations
  • Include Linux-native examples for CI/CD and testing, such as using Bash scripts, shell commands, or Python-based testing frameworks (e.g., pytest).
  • Mention cross-platform alternatives to PowerShell, such as Azure CLI commands that work on Linux, and provide sample usage.
  • Reference Linux-compatible editors and development environments (e.g., VS Code, JetBrains IDEs) alongside Visual Studio.
  • Add explicit notes or sections for Linux users, clarifying that all steps can be performed on Linux and providing any necessary adaptations.
  • Ensure that any referenced open-source utilities or frameworks are cross-platform, and provide installation and usage instructions for Linux.
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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