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 page for Service Fabric application upgrades exhibits a notable Windows bias. The only concrete command-line example provided uses PowerShell cmdlets (e.g., Get-ServiceFabricApplication, Start-ServiceFabricApplicationUpgrade), which are Windows-specific tools. There are no equivalent examples for Linux/macOS users (e.g., using sfctl or REST API). Additionally, the documentation references Windows-specific components like http.sys and error messages from the Windows HTTP Server API without clarifying cross-platform implications or alternatives. The 'Next steps' section also prioritizes Visual Studio and PowerShell, both of which are primarily Windows tools, with no mention of Linux/macOS workflows.
Recommendations
  • Add equivalent Linux/macOS command-line examples using sfctl (Service Fabric CLI) or REST API for all PowerShell examples.
  • When referencing Windows-specific tools or APIs (e.g., http.sys, Windows HTTP Server API), clarify their relevance to Linux clusters and provide Linux-specific guidance or caveats.
  • In the 'Next steps' section, include links or references to Linux/macOS upgrade workflows, such as tutorials using sfctl or REST API.
  • Where possible, present cross-platform tools and examples first, or clearly indicate when a tool is Windows-only.
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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

Flagged Code Snippets