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
Summary
The documentation page on scaling Azure Service Fabric standalone clusters demonstrates Windows bias by referencing only PowerShell cmdlets (e.g., Get-ServiceFabricClusterManifest, Start-ServiceFabricClusterConfigurationUpgrade) for cluster management tasks, without mentioning or providing equivalent Linux commands or tools. The linked 'scale a standalone cluster' documentation is Windows Server-specific, and there are no examples or guidance for Linux-based standalone clusters, despite Service Fabric supporting Linux nodes in some scenarios.
Recommendations
  • Provide equivalent Linux commands or scripts (e.g., using Service Fabric CLI or REST API) for cluster scaling operations.
  • Clarify whether standalone clusters can be managed on Linux, and if so, include Linux-specific instructions and examples.
  • If certain operations are Windows-only, explicitly state this in the documentation to set user expectations.
  • Reference cross-platform tools (such as sfctl) alongside PowerShell, and provide parity in example usage.
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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