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 demonstrates a strong Windows bias. PowerShell commands are used exclusively for Azure Batch account and pipeline management, with no mention of equivalent Azure CLI or Bash commands. Examples of custom activities use Windows executables (.exe) and Windows command syntax (e.g., 'cmd /c dir', 'cmd /c echo hello world'), with no Linux shell or cross-platform examples. Windows tools and patterns are referenced first and exclusively, while Linux alternatives are absent.
Recommendations
  • Add Azure CLI and Bash examples alongside PowerShell for all management tasks (e.g., creating Batch accounts, pools, running pipelines, retrieving outputs).
  • Provide sample custom activities using Linux executables (e.g., shell scripts, Python scripts) and Linux command syntax (e.g., '/bin/bash -c "echo hello world"').
  • Explicitly mention how to configure Azure Batch pools with Linux VM images and provide examples for both Windows and Linux pool configurations.
  • Clarify cross-platform support for custom activities, including any OS-specific considerations for command syntax, file paths, and application packaging.
  • Ensure that references to Windows tools (e.g., .exe, cmd) are balanced with Linux equivalents (e.g., .sh, bash), and provide guidance for users on both platforms.
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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