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_first
missing_linux_example
Summary
The documentation page for advanced Service Fabric application upgrade topics relies heavily on PowerShell cmdlet examples (e.g., New-ServiceFabricService, Update-ServiceFabricService, Start-ServiceFabricApplicationUpgrade), which are Windows-centric. There are no equivalent examples or guidance for Linux/macOS users, such as using the Service Fabric CLI (sfctl) or REST APIs. The documentation also references Visual Studio for diff package upgrades, another Windows-first tool, and consistently presents Windows tools and patterns before any mention of cross-platform alternatives.
Recommendations
  • Add equivalent examples using the Service Fabric CLI (sfctl), which is cross-platform and supported on Linux/macOS.
  • Include REST API examples for relevant operations (e.g., creating/upgrading services, application upgrades).
  • Mention and link to documentation for Linux/macOS deployment workflows, including how to perform upgrades without PowerShell or Visual Studio.
  • Clarify which operations are possible on Linux clusters and provide guidance for Linux users where PowerShell/Visual Studio are not available.
  • Reorder sections or add notes to ensure Linux/macOS alternatives are presented alongside or before Windows-specific tools.
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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