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 Windows bias in several areas. Data ingestion into Azure Storage is described as typically done via PowerShell, the Azure Storage SDK, or AzCopy, with no mention of Linux-native tools or CLI workflows. PowerShell and .NET SDKs are referenced before cross-platform or Linux-friendly options. There is a lack of explicit Linux or bash command examples, and the ordering of tool mentions often puts Windows-centric tools first. While some open-source Hadoop tools are mentioned, the overall guidance and examples favor Windows environments.
Recommendations
- Include Linux-native and cross-platform CLI examples (e.g., Azure CLI, Bash scripts, Hadoop CLI tools) alongside or before PowerShell examples.
- Explicitly mention and provide examples for Linux-based ingestion tools, such as Azure CLI az storage commands, Hadoop fs commands, or Linux-compatible SDKs.
- When listing ingestion or orchestration tools, avoid putting Windows-centric tools (PowerShell, .NET SDK) first unless there is a technical reason; alternate or randomize order, or group by platform.
- Add sample commands or code snippets for Linux users, especially for common ingestion and orchestration tasks.
- Clarify which tools are cross-platform and which are Windows-only, to help users on Linux identify their best options.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
|
| 2026-01-13 00:00 | #246 | completed |
Biased
|
| 2026-01-11 00:00 | #240 | completed |
Biased
|
| 2026-01-10 00:00 | #237 | completed |
Biased
|
| 2026-01-09 00:34 | #234 | completed |
Biased
|
| 2026-01-08 00:53 | #231 | completed |
Biased
|
| 2026-01-06 18:15 | #225 | cancelled |
Biased
|
| 2025-08-17 00:01 | #83 | cancelled |
 Clean
|
| 2025-07-13 21:37 | #48 | completed |
Biased
|
| 2025-07-12 23:44 | #41 | cancelled |
Biased
|