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
missing_linux_example
Summary
The documentation page for Service Fabric application upgrade displays a notable Windows bias. The only code example provided uses PowerShell cmdlets, which are native to Windows and not directly usable on Linux/macOS. References to Windows-specific tools (PowerShell, http.sys) are present, and alternative Linux/macOS workflows or CLI examples are missing. The 'Next steps' section prioritizes Visual Studio and PowerShell tutorials, both Windows-centric, with no mention of cross-platform tools like Azure CLI or Service Fabric CLI (sfctl).
Recommendations
  • Add equivalent examples using Service Fabric CLI (sfctl), which is cross-platform, alongside PowerShell examples.
  • Explicitly mention Linux/macOS support and provide guidance for those environments where applicable.
  • Where Windows-specific APIs or tools (e.g., http.sys) are referenced, clarify their platform limitations and suggest alternatives for Linux clusters.
  • Include links to Linux/macOS upgrade tutorials or documentation if available.
  • Reorder or balance 'Next steps' to include cross-platform tools before or alongside Windows-centric ones.
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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