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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation demonstrates a strong Windows bias. Prerequisites and setup instructions focus exclusively on Windows tooling (Visual Studio, WindowsServer VM images, WindowsServer NuGet packages), and all code samples and configuration steps assume a Windows environment. The only example for installing dependencies uses PowerShell, and the VM configuration is for Windows only. There are no Linux equivalents or instructions, nor any mention of cross-platform compatibility or alternative Linux workflows.
Recommendations
  • Add Linux-specific instructions for setting up Application Insights in Azure Batch, including supported Linux VM images and configuration.
  • Provide examples for installing dependencies using Linux tools (e.g., dotnet CLI, apt, yum) alongside PowerShell.
  • Include code samples and configuration steps that work on both Windows and Linux compute nodes, or clearly indicate platform-specific differences.
  • Mention and link to cross-platform .NET development environments (e.g., VS Code, JetBrains Rider) in prerequisites.
  • Clarify whether the Microsoft.ApplicationInsights.WindowsServer package is required for Linux, and if not, provide guidance for Linux users.
  • Describe how to run background telemetry processes on Linux nodes (e.g., using bash scripts or systemd instead of cmd.exe).
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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
2026-01-12 00:00 #243 cancelled 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets