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
windows_tools
missing_linux_example
Summary
The documentation page shows a notable Windows bias: JSON examples for VM creation and updates consistently use Windows OS images and Windows-centric fields (e.g., 'osType': 'Windows', 'windowsConfiguration', 'adminPassword'), with no Linux equivalents or examples. Linux-specific configuration fields (like 'linuxConfiguration') are absent, and the only reference to Linux is in a link to IMDS sample code, not in the main examples. This may cause confusion or extra effort for Linux users.
Recommendations
  • Provide parallel JSON examples for Linux VMs, including 'osType': 'Linux', 'linuxConfiguration', and relevant image references.
  • Include Linux-specific fields and remove unnecessary Windows-only fields in generic examples.
  • Ensure example ordering is balanced or alternates between Windows and Linux.
  • Clarify in text that user data applies equally to Linux and Windows, and link to both Linux and Windows sample code.
  • Add a section explicitly showing how to retrieve and use user data on Linux VMs, not just via external links.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 01:31 #124 completed Biased Biased
2026-01-13 06:17 #109 completed Biased Biased
2026-01-12 00:00 #101 completed Biased Biased
2026-01-10 00:00 #94 completed Clean Clean
2026-01-09 19:00 #91 completed Biased Biased
2026-01-06 22:28 #80 completed Clean Clean

Flagged Code Snippets