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 Windows/Powershell bias by consistently referencing and linking to Powershell-based tutorials and quickstarts (e.g., 'quickstart-create-data-factory-powershell.md', 'tutorial-transform-data-spark-powershell.md') as the default or only walkthroughs for pipeline creation and data transformation. There are no equivalent examples or walkthroughs for Linux, Bash, or cross-platform CLI tools. The documentation does not mention or provide parity for Linux users or alternative command-line environments.
Recommendations
  • Provide equivalent walkthroughs and quickstarts using Azure CLI (az), Bash scripts, or REST API examples that are cross-platform and work natively on Linux/macOS.
  • When referencing tutorials or quickstarts, include both Powershell and non-Windows (e.g., Bash, Azure CLI) links side-by-side, or clarify that alternatives exist.
  • Explicitly mention that Data Factory and Synapse pipelines can be managed from Linux/macOS using cross-platform tools, and provide links to relevant documentation.
  • Ensure that all code snippets and automation examples are available in both Powershell and Bash/Azure CLI formats.
  • Review related content and ensure Linux-friendly resources are equally discoverable and not only present as an afterthought.
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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