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 for the Service Fabric application lifecycle consistently references PowerShell cmdlets and Windows-centric tooling (e.g., PowerShell commands, .NET APIs) alongside REST APIs, but does not provide Linux-specific CLI examples (such as Azure CLI or sfctl) for critical lifecycle operations. PowerShell commands are often listed before REST API alternatives, and there is no explicit guidance for Linux/macOS users, despite Service Fabric supporting cross-platform clusters and management.
Recommendations
  • Add equivalent Azure CLI and sfctl command examples for all major lifecycle operations (deploy, upgrade, remove, etc.), especially in sections where only PowerShell cmdlets are shown.
  • Explicitly mention cross-platform tools (Azure CLI, sfctl) in each operation, not just in the introductory include.
  • Where PowerShell is referenced, clarify its platform limitations and suggest alternatives for Linux/macOS users.
  • Consider showing REST API, CLI, and PowerShell examples side-by-side, or in a consistent order (e.g., CLI first, then PowerShell), to avoid Windows-first bias.
  • Add a short section or note about managing Service Fabric applications from Linux/macOS, linking to relevant guides.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #400 in_progress Biased Biased
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