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
Summary
The documentation is heavily biased towards Windows and PowerShell usage. All command-line instructions are provided exclusively using Azure PowerShell, with no mention of Azure CLI, Bash, or cross-platform alternatives. The prerequisites and workflow assume the use of PowerShell, which is native to Windows and only recently available on Linux/macOS. There are no Linux-specific instructions, nor any guidance for users on non-Windows platforms. The documentation does not mention or demonstrate how to perform the same steps using Azure CLI, which is more commonly used on Linux/macOS.
Recommendations
- Provide Azure CLI equivalents for all PowerShell commands, including resource group, data factory, linked service, and pipeline creation and deployment.
- Include notes or sections for Linux/macOS users, specifying any differences in setup or command usage.
- Mention that PowerShell Core is available cross-platform, but clarify installation steps for Linux/macOS.
- Add Bash script examples for file uploads to Azure Blob Storage, using tools like azcopy or Azure CLI.
- Reorder sections or add side-by-side examples so that both Windows (PowerShell) and Linux/macOS (CLI/Bash) users are equally supported.
- Explicitly state platform requirements and alternatives in the prerequisites section.
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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| 2025-09-08 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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