Document Details
Submit Apache Hadoop Jobs Programmatically
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
Summary
The documentation page demonstrates a Windows bias by prominently featuring PowerShell as a primary method for submitting Hadoop jobs, listing it alongside .NET SDK (a Microsoft-centric technology) and curl. PowerShell is a Windows-native tool, and its inclusion without mention of Linux-native alternatives (such as Bash scripts or Linux command-line tools) suggests a preference for Windows environments. The order of presentation (.NET SDK, curl, PowerShell) also places Microsoft technologies before cross-platform or Linux-native options. There are no explicit Linux examples or references to Linux-specific tooling.
Recommendations
- Add explicit Linux/Bash examples for submitting Hadoop jobs, especially for common Linux shell environments.
- Include references to Linux-native tools (e.g., Bash scripts, shell commands) alongside PowerShell, and ensure parity in example depth.
- Reorder the presentation to start with cross-platform or Linux-native methods (e.g., curl, Bash) before Windows-specific tools.
- Clarify which methods are cross-platform and which are Windows-specific, helping users choose the best fit for their environment.
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 |
Biased
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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 |
 Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Clean
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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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