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
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is mentioned as a primary monitoring and management tool, and is listed in the 'Related content' section before Linux-native alternatives. There is a lack of explicit Linux CLI or Bash examples, and Windows-centric tools (PowerShell, Azure portal) are referenced without mention of Linux equivalents or parity. The documentation does not provide examples or guidance for Linux users, such as Bash, Azure CLI, or Linux-based automation patterns.
Recommendations
  • Add explicit examples and guidance for Linux users, including Bash and Azure CLI commands for common tasks (e.g., creating and managing Data Factory resources, monitoring pipelines).
  • Mention Linux-native tools and automation patterns alongside PowerShell, ensuring parity in documentation and examples.
  • Reorder or balance the 'Related content' section to include Linux and cross-platform options (e.g., Azure CLI, Bash scripts) before or alongside PowerShell.
  • Include references to Linux-based development and deployment workflows, such as using CI/CD with Azure DevOps agents running on Linux.
  • Clarify that Azure Data Factory can be managed from both Windows and Linux environments, and provide links to relevant Linux 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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased