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 exhibits Windows bias primarily through its references and links to PowerShell-based quickstarts and tutorials (e.g., 'quickstart-create-data-factory-powershell.md', 'tutorial-transform-data-spark-powershell.md'), with no mention of Linux shell, CLI, or cross-platform alternatives. The sample walkthroughs and related content exclusively use PowerShell, which is traditionally associated with Windows environments. There are no examples or guidance for Linux users, such as using Azure CLI, Bash, or other Linux-native tools.
Recommendations
  • Add equivalent walkthroughs and quickstarts using Azure CLI and Bash scripts, ensuring Linux users have clear guidance.
  • Include links to documentation or tutorials for creating and managing pipelines using cross-platform tools (e.g., Azure CLI, REST API, SDKs).
  • When referencing sample pipelines or activities, provide examples for both PowerShell and CLI/Bash, or note that the steps apply equally to Linux environments.
  • Explicitly mention platform neutrality where applicable, and avoid implying PowerShell is the only or preferred method.
  • In 'Related content', add links to Linux/CLI-based tutorials and resources.
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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