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 shows moderate Windows bias, particularly in the 'Ingest file storage and result storage' section. Data ingestion into Azure Storage is described as typically done via PowerShell, Azure Storage SDK, or AzCopy, with no mention of Linux/macOS equivalents or CLI tools (e.g., Bash, Azure CLI, REST API). Windows tools and patterns (PowerShell, AzCopy) are mentioned first and exclusively in some places, while Linux-friendly alternatives are only referenced for Data Lake Storage (DistCp, Sqoop) and not for Blob Storage. This may create friction for Linux/macOS users who need to ingest data into Azure Blob Storage.
Recommendations
- Include Linux/macOS-friendly ingestion methods for Azure Blob Storage, such as Azure CLI, Bash scripts, REST API, or third-party tools.
- Present ingestion options for both Windows and Linux/macOS platforms side-by-side, rather than listing Windows tools first or exclusively.
- Clarify which tools are cross-platform (e.g., AzCopy is available for Linux/macOS) and provide installation/use instructions for those platforms.
- Add explicit examples for Linux/macOS users, especially for common ingestion scenarios.
- Review other sections for similar patterns and ensure parity in tool recommendations and examples.
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 |
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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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