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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a notable Windows bias. All command-line examples for extension sequencing use Windows-centric tools (PowerShell and Azure CLI) and reference Windows-based scale sets. The examples specifically mention and use Windows extensions (ApplicationHealthWindows, CustomScriptExtension for Windows), with no mention or example for Linux-based scale sets or Linux extensions. The PowerShell example is presented before the CLI example, and both are tailored to Windows environments. There are no Linux-specific instructions, examples, or references.
Recommendations
  • Add equivalent examples for Linux-based scale sets, using Linux extensions such as ApplicationHealthLinux and CustomScriptExtension for Linux.
  • Include sample Azure CLI and PowerShell commands for Linux VMSS extension sequencing.
  • Reference Linux extension documentation and provide links to Linux extension resources.
  • Clarify in the text that extension sequencing applies to both Windows and Linux scale sets, and highlight any OS-specific differences.
  • Present examples for both Windows and Linux side-by-side or alternate their order to avoid Windows-first bias.
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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 Clean Clean
2026-01-06 22:28 #80 completed Clean Clean

Flagged Code Snippets