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
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. Data ingestion into Azure Storage is described as typically being performed via PowerShell, the Azure Storage SDK, or AzCopy, all of which are Windows-centric tools or are presented as such. There is no mention of Linux-native tools (e.g., Azure CLI, Bash scripts, or Linux file utilities) for these tasks, nor are Linux-specific examples provided. The ordering of tools and examples tends to favor Windows approaches, and Linux alternatives are either omitted or only implied. This may leave Linux users without clear guidance for common ETL operations.
Recommendations
- Explicitly mention and provide examples for Linux-native tools such as Azure CLI and Bash scripting for data ingestion and management.
- When listing ingestion tools (e.g., PowerShell, SDK, AzCopy), include Azure CLI and note cross-platform compatibility for each tool.
- Provide code snippets or command-line examples for both Windows (PowerShell) and Linux (Bash/Azure CLI) wherever possible.
- Avoid presenting Windows tools or workflows first by default; alternate or parallelize the presentation of Windows and Linux options.
- Clarify which tools are cross-platform (e.g., AzCopy, Azure CLI) and provide installation/use instructions for both Windows and Linux environments.
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Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
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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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