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 upgrade demonstrates a notable Windows bias. The only code example provided uses PowerShell cmdlets, which are traditionally Windows-centric and may not work natively on Linux/macOS clusters. References to Windows-specific tools (e.g., http.sys, PowerShell, Visual Studio) are present throughout the page, with no equivalent Linux or cross-platform instructions. The 'Next steps' section prioritizes Windows tooling (Visual Studio, PowerShell) and omits guidance for Linux users or Service Fabric CLI usage.
Recommendations
  • Provide equivalent examples using Service Fabric CLI (sfctl), which is cross-platform and works on Linux/macOS.
  • Include notes or sections clarifying how Linux/macOS users can perform application upgrades, including any differences in workflow or tooling.
  • Add references to Linux-compatible tools and patterns (e.g., bash scripts, sfctl commands) alongside or before Windows/PowerShell examples.
  • Ensure that upgrade scenarios involving http.sys or other Windows-only APIs are clearly marked as Windows-specific, and offer Linux alternatives or caveats where appropriate.
  • Expand 'Next steps' to include tutorials for upgrading applications using cross-platform tools.
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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

Flagged Code Snippets