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 referencing Windows-centric tools and libraries (such as Batch Explorer and the Batch .NET library) without mentioning Linux equivalents or alternatives. All code and tool examples are either platform-neutral or Windows-focused, with no explicit Linux or cross-platform command-line examples (e.g., Bash, CLI, or Python). There is no mention of Linux-specific monitoring patterns, and the Application Insights integration walkthrough is only for .NET (Windows-first).
Recommendations
  • Include examples using Azure CLI and Bash scripts for accessing diagnostic logs and metrics, alongside or before any PowerShell/.NET examples.
  • Mention and provide guidance for Linux-compatible tools and SDKs (e.g., Python SDK, REST API usage from Bash, or cross-platform monitoring agents).
  • Add sample code and walkthroughs for monitoring Batch from Linux environments, such as using Python, curl, jq, or other common Linux utilities.
  • Provide parity in Application Insights integration examples by including a walkthrough for a Batch application written in Python or Node.js, running on Linux.
  • Explicitly state the cross-platform compatibility of Batch Explorer and other tools, or suggest alternatives if they are Windows-only.
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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