Sad Tux - Windows bias detected
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
missing_linux_example
windows_tools
Summary
The documentation demonstrates a Windows bias by emphasizing ASP.NET (a Windows-centric technology) and referencing Windows node pools as a requirement for ASP.NET apps. There are no explicit Linux or cross-platform examples, and the optimization guidance specifically points to Windows Dockerfiles. Linux equivalents, such as Linux node pools or Dockerfile optimization for Linux, are not mentioned or are omitted from the 'Next steps' and cost breakdown sections.
Recommendations
  • Include explicit Linux examples and guidance, especially for Java web apps, such as optimizing Linux Dockerfiles and Linux node pool recommendations.
  • In the cost details section, clarify when Linux node pools are recommended (e.g., for Java apps) and provide parallel examples for Linux-based workloads.
  • Balance the 'Next steps' by linking to both Windows and Linux container best practices and optimization guides.
  • Wherever Windows-specific requirements are mentioned (such as for ASP.NET), add corresponding notes for Linux-based apps (such as Java) to ensure parity and clarity.
  • Ensure screenshots and walkthroughs include both Windows and Linux scenarios where applicable.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased