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_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. It references Windows-centric tools such as Batch Explorer and the Batch .NET library, and provides a detailed walkthrough for integrating Application Insights specifically with a Batch .NET solution. There are no explicit Linux or cross-platform code examples, nor are alternative SDKs (Python, Java, etc.) or Linux command-line tools mentioned. The documentation assumes familiarity with Windows development patterns and tools, which may create friction for Linux/macOS users.
Recommendations
  • Include examples using cross-platform SDKs (e.g., Python, Java) for monitoring Batch resources.
  • Mention and provide guidance for using Azure CLI and REST APIs from Linux/macOS environments.
  • Highlight any Linux-compatible tools for monitoring (e.g., az CLI, PowerShell Core, or third-party tools).
  • Add sample code and walkthroughs for integrating Application Insights with non-.NET Batch applications.
  • Clarify that Batch Explorer is cross-platform (if true), or suggest alternatives for Linux/macOS users.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-18 00:00 #266 completed Clean Clean
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