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 provided, and Windows-centric management patterns are mentioned before any Linux alternatives (if at all).
Recommendations
- Include Azure CLI examples alongside or before Azure PowerShell examples, as Azure CLI is cross-platform and commonly used on Linux.
- Explicitly mention Linux and macOS compatibility for management tasks, and provide bash shell command examples where relevant.
- Avoid listing Windows tools (such as PowerShell) before cross-platform alternatives, or present them in parallel.
- Reference Linux-native monitoring and management tools (such as systemd, journalctl, or native Kafka scripts) where appropriate.
- Add a section or callout for Linux users, highlighting any differences or additional steps required.
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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