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 page demonstrates Windows bias by primarily referencing Windows-centric tools and libraries (such as Batch Explorer and the Batch .NET library) and providing examples and walkthroughs only for .NET (Windows-first) solutions. There are no Linux-specific examples, nor are cross-platform or Linux command-line tools (such as Azure CLI, Bash, or Python SDK) mentioned or demonstrated. The Application Insights integration walkthrough is exclusively for .NET, with no mention of Linux or cross-platform alternatives.
Recommendations
  • Add examples using Azure CLI and/or PowerShell, and ensure both are presented side-by-side or with equal prominence.
  • Include sample code and walkthroughs for monitoring Batch using Python SDK, which is cross-platform and widely used on Linux.
  • Reference and demonstrate Linux-native tools and workflows, such as Bash scripts for accessing storage logs, or using jq for JSON parsing.
  • Provide Application Insights integration examples for non-.NET languages (e.g., Python, Java) and clarify platform support.
  • Explicitly mention cross-platform compatibility for tools like Batch Explorer, and provide installation instructions for Linux/macOS.
  • Where .NET is referenced, also mention alternative SDKs (Python, Java) and link to their documentation.
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