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
windows_first
Summary
The documentation page on Service Fabric scalability provides both C# and PowerShell examples for scaling operations, but exclusively uses PowerShell for command-line examples, which is a Windows-centric tool. References to administrative actions and tooling (e.g., New-ServiceFabricService) are PowerShell-focused, with no mention of Linux-native equivalents (such as Bash, CLI, or REST API usage). Windows tooling is presented first and exclusively, creating friction for Linux users who may not use PowerShell.
Recommendations
  • Add equivalent Linux command-line examples using Azure CLI, Bash scripts, or REST API calls for service and application management.
  • Explicitly mention cross-platform management options and tooling, such as the Service Fabric CLI (sfctl), and provide usage examples.
  • Where PowerShell is referenced, clarify its platform limitations and suggest alternatives for Linux/macOS users.
  • Reorder or balance example order so that Windows and Linux approaches are presented with equal prominence.
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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
2026-01-07 06:10 #227 cancelled Clean Clean