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
windows_first
windows_tools
missing_linux_example
Summary
The documentation page is largely platform-neutral in its main content, but there are subtle signs of Windows bias. In the descriptions of HDInsight activities (Hive, Pig, MapReduce, Streaming), clusters are described as 'Windows/Linux-based', with Windows mentioned first. The 'Stored procedure activity' only references SQL Server and Azure SQL, which are Microsoft/Windows-centric technologies, without mentioning open-source or Linux-native alternatives. The custom activity section focuses on .NET, a technology historically associated with Windows, and does not provide examples for Linux-native languages or runtimes. The only tutorial linked is for Spark using PowerShell, a Windows-centric tool, with no Bash or Linux CLI equivalent provided.
Recommendations
- When describing HDInsight clusters, alternate the order of 'Windows/Linux-based' or simply state 'Linux or Windows-based' to avoid implicit prioritization.
- In the 'Stored procedure activity' section, mention support for other database engines (such as PostgreSQL or MySQL) if available, and provide examples for those platforms.
- For custom activities, include examples or references for running Python, Java, or other Linux-native workloads, not just .NET.
- Provide equivalent tutorials and code samples for Linux environments (e.g., Bash scripts, Azure CLI) alongside PowerShell examples.
- Where possible, clarify cross-platform support and highlight any differences or limitations for Linux users.
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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