Document Details
Transform Data
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
windows_tools
Summary
The documentation page demonstrates mild Windows bias. The only tutorial linked at the end is for Spark using PowerShell, which is a Windows-centric tool. SQL Server and .NET custom activities are highlighted, both of which are traditionally Windows technologies. While HDInsight activities mention both Windows and Linux clusters, the overall pattern is to mention Windows tools and technologies first or exclusively, with no Linux shell or cross-platform examples provided.
Recommendations
- Add Linux shell (bash) and cross-platform CLI examples alongside PowerShell tutorials.
- Include references to open-source or Linux-native tools where possible (e.g., PostgreSQL stored procedures, Python custom activities).
- Ensure that examples and tutorials are balanced between Windows and Linux environments.
- Explicitly mention Linux compatibility and provide guidance for Linux users in relevant sections.
- Add links to tutorials using Linux tools or environments, such as Spark with Bash or Databricks with Linux CLI.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-27 00:00 | #306 | completed |
Biased
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| 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 |
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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