Document Details
Concepts Pipelines Activities
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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
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 ID | Status | Bias Status |
|---|---|---|---|
| 2025-08-17 00:01 | #83 | in_progress | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ✅ Clean |
| 2025-07-09 13:09 | #3 | cancelled | ✅ Clean |
| 2025-07-08 04:23 | #2 | cancelled | ❌ Biased |