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 on advanced Service Fabric application upgrade topics demonstrates a notable Windows bias. All command-line examples use PowerShell cmdlets, with no mention of Linux/macOS equivalents (such as Service Fabric CLI or REST API usage). Windows/PowerShell tools are referenced exclusively and repeatedly, and the structure of the documentation assumes familiarity with PowerShell workflows. There are no examples or guidance for users managing Service Fabric clusters from Linux or macOS environments.
Recommendations
  • Add equivalent examples using Service Fabric CLI (sfctl), which is cross-platform and works on Linux/macOS.
  • Where PowerShell cmdlets are referenced, include a note or section on how to perform the same operations using sfctl or REST API.
  • Clarify which features or commands are available cross-platform and which are Windows-only, to help users on non-Windows systems.
  • Provide links to Service Fabric CLI documentation alongside PowerShell references.
  • Reorder or balance examples so that Linux/macOS workflows are not consistently presented after Windows/PowerShell ones.
GitHub Create Pull Request

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