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 strong Windows bias. Most command-line examples use PowerShell, and Windows tools (e.g., cmd, .exe files) are referenced exclusively or before any Linux equivalents. There are no Linux shell (bash/sh) examples, nor are Linux-native tools or patterns (such as .sh scripts or bash commands) mentioned. The documentation implies Windows as the default environment for custom activities, with commands like 'cmd /c dir' and references to .exe applications, and does not provide parity for Linux users or guidance for running custom activities on Linux Batch pool nodes.
Recommendations
  • Provide equivalent examples for Linux environments, such as bash/sh commands (e.g., 'bash -c "echo hello world"') and .sh scripts.
  • Mention and demonstrate how to use Linux-based Batch pool nodes, including specifying OS type in pool configuration.
  • Include sample custom applications as .sh or Python scripts, not just .exe files.
  • Show how to execute and monitor pipelines using Azure CLI or REST API, not only PowerShell.
  • Clarify that both Windows and Linux are supported as Batch pool node operating systems, and highlight any differences in command syntax or file handling.
  • Add notes or tables comparing Windows and Linux usage patterns for custom activities, including environment setup, file paths, and command execution.
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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