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_tools
missing_linux_example
windows_first
Summary
The tutorial exclusively uses Azure PowerShell for all deployment, management, and monitoring steps, with no mention of Azure CLI, Bash, or cross-platform alternatives. All code and workflow examples are PowerShell-centric, and instructions assume the user is familiar with PowerShell and its environment. There are no Linux/macOS-specific instructions or examples, and the only prerequisite for command-line work is Azure PowerShell, which is primarily associated with Windows.
Recommendations
- Provide equivalent Azure CLI commands and workflows alongside PowerShell examples, as Azure CLI is cross-platform and widely used on Linux/macOS.
- Explicitly mention that Azure PowerShell can be installed and used on Linux/macOS, and provide installation instructions for those platforms.
- Add Bash script examples for file manipulation and deployment steps where appropriate.
- Reorder examples or provide parallel sections so that Linux/macOS users do not feel secondary to Windows users.
- Include troubleshooting notes for common issues encountered on Linux/macOS (e.g., authentication, file paths, environment setup).
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Scan History
| Date | Scan | Status | Result |
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| 2026-01-14 00:00 | #250 | in_progress |
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| 2026-01-13 00:00 | #246 | completed |
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| 2026-01-09 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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| 2025-09-08 00:00 | #105 | completed |
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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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| 2025-07-09 13:09 | #3 | cancelled |
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| 2025-07-08 04:23 | #2 | cancelled |
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