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 moderate Windows bias. While the core Azure Data Factory features are platform-agnostic, examples and tooling references for CI/CD and automated testing disproportionately favor Windows-centric tools (PowerShell, Visual Studio/NUnit), and Windows workflows are mentioned before or instead of Linux/macOS alternatives. There are no explicit Linux/macOS examples or equivalent open-source tool recommendations, which may create friction for non-Windows users.
Recommendations
  • Add explicit examples for Linux/macOS users, such as using Bash scripts and cross-platform CLI commands for CI/CD and testing.
  • Mention and provide examples for running automated tests with open-source, cross-platform frameworks (e.g., pytest for Python, Mocha for Node.js) alongside NUnit/Visual Studio.
  • Include guidance for using Azure CLI in Bash/zsh environments, not just PowerShell.
  • When referencing PowerShell or Visual Studio, always provide a Linux/macOS equivalent or clarify that the steps are cross-platform.
  • List cross-platform tools and workflows before or alongside Windows-specific ones to avoid implicit prioritization.
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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