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
missing_linux_example
windows_tools
Summary
The documentation frequently references PowerShell commands (e.g., Disable-ServiceFabricNode, Get-ServiceFabricNode, Remove-ServiceFabricNodeState) for cluster scaling operations, but does not provide equivalent Linux CLI or REST API examples. The instructions for manual scaling are PowerShell-centric, which may create friction for users managing Linux-based Service Fabric clusters. There is also an implicit assumption that users will use Windows tooling for cluster management, with no mention of Linux-native alternatives.
Recommendations
  • Provide equivalent Linux CLI (e.g., sfctl) or REST API examples for all PowerShell commands used in scaling operations.
  • Clarify which commands and procedures are applicable to both Windows and Linux clusters, and note any differences.
  • Add explicit instructions or links for managing Service Fabric clusters on Linux, including how to perform node disablement and removal.
  • Where possible, show both Windows (PowerShell) and Linux (sfctl/CLI/REST) examples side-by-side.
  • Reference Linux management tools earlier in relevant sections, not only in 'Next steps'.
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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