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
Summary
The documentation provides both Linux and Windows examples for configuring custom metrics and the application health extension on Azure Virtual Machine Scale Sets. However, there is a mild Windows bias: PowerShell examples are given equal prominence to Bash, and Windows-specific extension types (ApplicationHealthWindows) are shown first or exclusively in some code blocks. Additionally, PowerShell scripting is detailed alongside Bash, and Windows extension names/types are sometimes used as defaults in examples. REST API examples also use ApplicationHealthWindows as the type, even when ApplicationHealthLinux is equally valid.
Recommendations
  • Ensure that both ApplicationHealthLinux and ApplicationHealthWindows extension types are shown in REST and JSON examples, or clarify when to use each.
  • Alternate the order of Bash and PowerShell tabs so Linux is not always second.
  • Where possible, provide explicit Linux and Windows variants in code samples, especially for extension type and settings.
  • Clarify in text and tables that all functionality applies equally to Linux and Windows VMSS, and highlight any differences.
  • In REST/JSON examples, use ApplicationHealthLinux as the default type when the example is not Windows-specific.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-27 00:00 #308 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets