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
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page exhibits a Windows bias in several ways. Data ingestion into Azure Storage is described as typically performed via PowerShell, the Azure Storage SDK, or AzCopy, all of which are Windows-centric tools, with no mention of Linux-native alternatives or CLI usage. Windows tools and patterns (PowerShell, AzCopy) are mentioned before any Linux equivalents, and Linux-specific examples or workflows are missing throughout the page. The orchestration and ingestion sections prioritize Windows approaches, and there is little guidance for Linux users on performing equivalent tasks.
Recommendations
- Include Linux-native CLI examples for data ingestion, such as using Azure CLI, curl, or Python scripts.
- Mention and provide examples for cross-platform tools (e.g., Azure CLI, REST API) alongside PowerShell and AzCopy.
- Add explicit Linux and macOS usage instructions or references for all major workflows, especially in sections currently focused on Windows tools.
- Ensure that examples and tool recommendations are presented in a platform-neutral order, or grouped by OS, rather than Windows-first.
- Reference documentation pages that specifically address Linux/macOS scenarios where available.
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 |
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| 2026-01-11 00:00 | #240 | completed |
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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 |
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| 2025-07-12 23:44 | #41 | cancelled |
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