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
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by referencing Windows-centric tools and patterns first or exclusively. Data ingestion into Azure Storage is described primarily via PowerShell, AzCopy, and the Azure Storage SDK, with no mention of Linux CLI equivalents or examples. The use of PowerShell is highlighted as a primary method, and Linux-native tools (such as curl, wget, or Linux shell scripting) are not discussed. While Apache Hadoop components are cross-platform, the documentation does not provide Linux-specific guidance or parity in examples, especially for data upload and orchestration steps.
Recommendations
- Include Linux CLI examples for data ingestion, such as using Azure CLI, curl, wget, or shell scripts.
- Mention cross-platform tools (e.g., AzCopy is available on Linux) and provide explicit Linux usage instructions.
- Balance references to PowerShell with Bash or other Linux shell equivalents.
- Add links to documentation or quickstarts for Linux users, especially for common ETL tasks.
- Ensure orchestration and ingestion sections provide parity for both Windows and Linux environments.
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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 |
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| 2026-01-08 00:53 | #231 | completed |
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| 2026-01-06 18:15 | #225 | cancelled |
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| 2025-08-17 00:01 | #83 | cancelled |
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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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