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 a Windows bias by prioritizing Windows-centric tools and examples. It references Batch Explorer (a Windows desktop app), the Batch .NET library, and provides walkthroughs and code samples for .NET (Windows-focused) solutions. There are no Linux-specific examples, tools, or code samples, nor is there mention of Linux command-line patterns or cross-platform SDKs. The documentation omits guidance for Linux users on accessing logs, monitoring, or integrating with Application Insights outside the Windows/.NET ecosystem.
Recommendations
  • Include Linux-specific examples for accessing diagnostic logs, such as using Azure CLI, azcopy, or Python SDK.
  • Mention cross-platform tools (e.g., Azure CLI, REST API, Python SDK) alongside or before Windows/.NET tools.
  • Provide sample code for monitoring and querying Batch resources using Python or other cross-platform languages.
  • Add guidance for integrating Application Insights with non-.NET Batch applications (e.g., Python, Java).
  • Clarify which tools and libraries are cross-platform and which are Windows-only.
  • Ensure screenshots and walkthroughs are not exclusively from Windows environments.
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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