Document Details
Tutorial Transform Data Spark Powershell
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_first
missing_linux_example
windows_tools
Summary
The documentation is heavily biased towards Windows and PowerShell. All command-line instructions use Azure PowerShell, with no mention of Azure CLI, Bash, or Linux-native workflows. There are no Linux/macOS shell examples, and the prerequisite section only references Azure PowerShell. The use of PowerShell cmdlets and terminology assumes a Windows environment, making it less accessible for Linux users.
Recommendations
- Provide equivalent Azure CLI commands for all PowerShell instructions, allowing Linux and macOS users to follow along without needing PowerShell.
- Add a section on installing and configuring Azure CLI, and mention that all steps can be performed on Linux/macOS using CLI.
- Where file operations are described (e.g., uploading files to Blob Storage), include examples using Azure CLI or azcopy, not just GUI or Windows-centric tools.
- Clearly state that the HDInsight cluster can use Linux as its OS, and highlight cross-platform compatibility.
- Reorder or parallelize instructions so that Linux/CLI options are presented alongside PowerShell, not only after or as an afterthought.
- Add troubleshooting notes for common Linux-specific issues (e.g., file permissions, path formats) when working with Azure Data Factory and HDInsight.
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 |
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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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| 2025-09-08 00:00 | #105 | completed |
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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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Biased
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