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
Summary
The documentation page demonstrates a moderate Windows bias, primarily through its use of PowerShell-based walkthroughs and examples. The 'Related content' and sample pipeline walkthroughs consistently reference PowerShell guides (e.g., 'quickstart-create-data-factory-powershell.md', 'tutorial-transform-data-spark-powershell.md'), with no mention of Linux/macOS CLI, Bash, or cross-platform alternatives. There are no explicit Windows-only tools or patterns, but the examples and tutorials are Windows-centric, creating friction for Linux/macOS users who may prefer Bash or Azure CLI.
Recommendations
  • Add equivalent walkthroughs and quickstarts using Azure CLI and Bash scripts, and link to them alongside PowerShell guides.
  • Explicitly mention cross-platform options for pipeline creation and management, clarifying that Azure CLI and REST API are available on Linux/macOS.
  • In 'Related content', include links to Linux/macOS-friendly tutorials, such as 'Quickstart: create a Data Factory (Azure CLI)' or 'Quickstart: create a Data Factory (REST API)'.
  • Where PowerShell is referenced, add notes or callouts for Linux/macOS users, pointing to alternative commands or documentation.
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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