Document Details
Howto Prepare Cluster
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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
Bias Types:
⚠️
windows_first
⚠️
powershell_heavy
⚠️
windows_tools
Summary:
The documentation provides both Linux (Ubuntu/K3s) and Windows (AKS Edge Essentials) guidance, but there is a notable Windows bias in the ordering, tool recommendations, and example depth. Windows/AKS Edge Essentials is often mentioned before or more prominently than Linux equivalents, and the only automated cluster creation script provided is a PowerShell script for Windows. There is also a lack of parity in automation and scripting examples for Linux users.
Recommendations:
- Ensure that Linux and Windows instructions are presented with equal prominence, alternating order or grouping by scenario rather than platform.
- Provide equivalent automation scripts for Linux environments (e.g., a bash script to automate K3s cluster creation and Arc-enablement, similar to the provided PowerShell script for AKS Edge Essentials).
- Where PowerShell scripts are referenced for Windows, offer bash or shell script alternatives for Linux users.
- Explicitly state platform limitations or differences (e.g., if a feature is only available on Windows or Linux), and provide guidance for both platforms where possible.
- Review all sections to ensure that Linux tools and patterns are not omitted or placed after Windows equivalents without justification.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-09-11 00:00 | #108 | completed | ✅ Clean |
| 2025-08-11 00:00 | #77 | completed | ✅ Clean |
| 2025-08-10 00:00 | #76 | completed | ✅ Clean |
| 2025-08-09 00:00 | #75 | completed | ✅ Clean |
| 2025-08-08 00:00 | #74 | completed | ✅ Clean |
| 2025-08-07 00:00 | #73 | completed | ✅ Clean |
| 2025-08-06 00:00 | #72 | completed | ✅ Clean |
| 2025-08-05 00:00 | #71 | completed | ✅ Clean |
| 2025-08-03 00:00 | #69 | completed | ✅ Clean |
| 2025-08-01 00:00 | #67 | completed | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ❌ Biased |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |