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
powershell_heavy
Summary
The documentation page demonstrates mild Windows bias. Windows is mentioned first in several places (e.g., 'Windows/Linux-based HDInsight cluster'), and SQL Server (a Windows-centric technology) is the only example given for stored procedure activities. The only tutorial linked is Spark with PowerShell, a Windows-specific tool, with no Linux/bash equivalent. There is a lack of Linux-specific examples or parity in tooling references.
Recommendations
- When listing supported platforms (e.g., HDInsight clusters), alternate or randomize the order (e.g., 'Linux/Windows-based') or mention Linux first in some places.
- Provide examples and tutorials using Linux-native tools (e.g., Bash, shell scripts) alongside PowerShell examples.
- Include references to cross-platform or Linux-preferred database engines (e.g., PostgreSQL, MySQL) in addition to SQL Server for stored procedure activities.
- Add explicit Linux usage scenarios and sample commands/scripts where applicable.
- Ensure that tutorials are available for both PowerShell and Bash/CLI, and link to both.
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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