Document Details
Apply Dataops
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 exhibits a moderate Windows bias. Examples and tool recommendations for automated testing and CI/CD (e.g., NUnit with Visual Studio, PowerShell, Azure DevOps) are Windows-centric, with no mention of Linux alternatives or parity. PowerShell and Visual Studio are referenced as primary tools for testing and deployment, and Windows-based workflows are described before any cross-platform or Linux options. There are no explicit Linux shell, bash, or open-source cross-platform examples, and Linux-native tools or patterns are not discussed.
Recommendations
- Include Linux-specific examples for CI/CD and testing, such as using bash scripts, shell commands, or Linux-native tools.
- Mention and provide examples for cross-platform alternatives to PowerShell, such as Azure CLI usage in bash or zsh.
- Reference open-source, cross-platform testing frameworks (e.g., pytest, JUnit) alongside NUnit/Visual Studio.
- Clarify that Azure DevOps and GitHub workflows can be run on Linux agents and provide sample YAML for Linux runners.
- Add guidance for setting up DataOps workflows on Linux environments, including installation and usage of required tools.
- Ensure screenshots and UI references do not imply Windows-only usage, and note platform-agnostic access where applicable.
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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| 2025-09-16 00:00 | #113 | completed |
Clean
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| 2025-09-15 00:00 | #112 | completed |
Clean
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| 2025-09-14 00:00 | #111 | completed |
Clean
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| 2025-09-13 00:00 | #110 | completed |
Clean
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| 2025-09-12 00:00 | #109 | completed |
Clean
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| 2025-09-11 00:00 | #108 | completed |
Clean
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| 2025-09-10 00:00 | #107 | completed |
Clean
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| 2025-09-09 00:00 | #106 | completed |
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 |
Biased
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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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