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
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page exhibits a Windows bias in several ways: PowerShell commands are used exclusively for Azure Batch and Data Factory management, with no equivalent CLI or Bash examples for Linux users. Command examples for custom activities use Windows-specific tools (e.g., 'cmd /c', '.exe' files) and mention Windows-native commands before any cross-platform alternatives. There is no guidance or sample for running Linux shell scripts or using Linux-based tools in custom activities, nor is there mention of Linux VM pool configuration or parity in workflow. References to Windows tools and patterns are prevalent, while Linux equivalents are absent.
Recommendations
  • Provide Azure CLI and Bash examples alongside PowerShell commands for managing Azure Batch and Data Factory resources.
  • Include sample custom activity definitions that execute Linux shell scripts (e.g., 'bash script.sh') or Linux-native binaries, and clarify how to target Linux pool nodes.
  • Explicitly document how to configure Azure Batch pools with Linux VM images and how custom activities differ on Linux vs. Windows nodes.
  • Mention cross-platform considerations for custom applications (e.g., .NET Core, Python) and provide code samples for both Windows and Linux environments.
  • Ensure references to Windows tools (e.g., 'cmd /c', '.exe') are balanced with Linux equivalents (e.g., '/bin/bash', '.sh'), and clarify OS-specific behaviors.
GitHub Create Pull Request

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
2026-01-11 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
2025-09-08 00:00 #105 completed 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