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 page provides detailed step-by-step instructions for scaling Service Fabric clusters, but the manual scaling procedures rely heavily on PowerShell commands (e.g., Disable-ServiceFabricNode, Get-ServiceFabricNode, Remove-ServiceFabricNodeState) without offering equivalent Linux CLI or REST API examples. There is no mention of Service Fabric CLI (sfctl) or bash scripting, and the only command-line examples are Windows PowerShell. This creates friction for Linux users, who must find their own way to perform these operations. Additionally, the documentation references Windows tools first and does not provide parity for Linux environments in critical operational steps.
Recommendations
  • Add equivalent Linux instructions using sfctl (Service Fabric CLI) for all PowerShell-based steps, including node disabling, querying, and removal.
  • Provide bash or shell script examples alongside PowerShell for manual scaling operations.
  • Explicitly mention REST API alternatives for cluster management where applicable.
  • Clarify which commands are cross-platform and which are Windows-only, and provide links to Linux-specific documentation where available.
  • Ensure that all operational guidance (not just cluster creation) is platform-neutral or has Linux parity.
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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