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_tools
missing_linux_example
windows_first
Summary
The documentation provides code examples for configuring auto scaling policies in Azure Service Fabric using PowerShell and C# APIs, both of which are primarily Windows-centric. There are no equivalent Linux shell or CLI examples, and PowerShell is featured prominently. The documentation also references Windows-specific activation models and resource monitoring features, with only brief mention of Linux support for containerized applications. Windows tools and patterns are presented first and exclusively, creating friction for Linux/macOS users.
Recommendations
  • Add equivalent Linux CLI (e.g., Bash, Azure CLI) examples for configuring scaling policies.
  • Clarify which features and APIs are supported on Linux and macOS, especially for non-containerized services.
  • Include instructions for using Service Fabric REST APIs or cross-platform tools where available.
  • Reorder examples to present cross-platform or Linux options alongside or before Windows/PowerShell examples.
  • Explicitly note any limitations or differences in feature support between Windows and Linux clusters.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #239 in_progress Clean Clean
2026-02-11 00:00 #235 in_progress Clean Clean
2026-02-10 00:00 #231 completed Biased Biased
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