Document Details
Apache Hadoop Etl At Scale
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 moderate Windows bias, particularly in the 'Ingest file storage and result storage' section. Windows-centric tools (PowerShell, AzCopy) are mentioned first and most prominently for data ingestion into Azure Storage, with no explicit Linux/macOS CLI examples or parity. While some Linux-compatible tools (DistCp, Sqoop) are referenced for Data Lake Storage, the overall pattern prioritizes Windows workflows and tools, which may create friction for Linux/macOS users.
Recommendations
- Provide explicit Linux/macOS CLI examples for data ingestion (e.g., using Azure CLI, curl with WebHDFS, or Python SDK).
- Mention cross-platform tools (Azure CLI, REST APIs) before or alongside Windows-specific tools like PowerShell and AzCopy.
- Clarify which ingestion tools are cross-platform and provide links to their Linux/macOS usage documentation.
- Add example workflows for Linux/macOS users, especially in sections where only Windows tools are currently referenced.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
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| 2026-01-13 00:00 | #246 | completed |
Biased
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Biased
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| 2026-01-09 00:34 | #234 | completed |
Biased
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| 2026-01-08 00:53 | #231 | completed |
Biased
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| 2026-01-06 18:15 | #225 | cancelled |
Biased
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| 2025-08-17 00:01 | #83 | cancelled |
 Clean
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| 2025-07-13 21:37 | #48 | completed |
Biased
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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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