Document Details
Apache Kafka Introduction
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
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by referencing Azure PowerShell and the Azure portal as primary management interfaces for scaling Kafka clusters, without mentioning Linux-native tools or CLI examples. There are no Linux shell or cross-platform CLI examples, and Windows-centric management patterns are presented first and exclusively.
Recommendations
- Include Azure CLI (az) examples for scaling and managing Kafka clusters, as it is cross-platform and widely used on Linux.
- Mention Linux-native management tools or interfaces (such as SSH, Bash, or REST API usage) alongside or before Windows-specific tools like PowerShell.
- Provide explicit Linux shell command examples for common tasks, ensuring parity with any PowerShell or portal instructions.
- Clarify that all management operations can be performed from Linux, macOS, or Windows, and link to relevant cross-platform documentation.
- Review and update all procedural sections to ensure Linux users are not excluded or made secondary in the workflow.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
 Clean
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| 2026-01-13 00:00 | #246 | completed |
Clean
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Clean
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| 2026-01-09 00:34 | #234 | completed |
Clean
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| 2026-01-08 00:53 | #231 | completed |
Clean
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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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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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