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
⚠️ missing_linux_example
⚠️ powershell_heavy
Summary:
The documentation page demonstrates a strong bias toward Windows and .NET environments. All code samples, configuration guidance, and tracing instrumentation are exclusively provided for .NET (C#), ASP.NET, and Microsoft Application Insights, with no mention of equivalent approaches for Linux, non-.NET languages, or cross-platform tools. There are no examples or references for Linux environments, open-source tracing tools (other than a brief mention of OpenTelemetry in .NET), or how to achieve similar diagnostics in non-Windows ecosystems.
Recommendations:
  • Add equivalent code samples and configuration instructions for Linux environments, such as using Python, Java, or Node.js Service Bus SDKs.
  • Include examples of integrating with open-source tracing and monitoring tools commonly used on Linux, such as Jaeger, Zipkin, or Prometheus, alongside Application Insights.
  • Provide guidance for setting up distributed tracing and diagnostics in cross-platform scenarios, including Docker and Kubernetes deployments.
  • Mention and demonstrate the use of OpenTelemetry in non-.NET languages, and show how to propagate trace context across heterogeneous services.
  • Ensure that references to SDKs, libraries, and tools are not limited to Windows/.NET, and present Linux/cross-platform options either first or in parallel.
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Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ✅ Clean
2025-07-12 23:44 #41 in_progress ❌ Biased

Flagged Code Snippets