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_first
missing_linux_example
Summary
The documentation page provides numerous PowerShell cmdlet examples (e.g., New-ServiceFabricService, Update-ServiceFabricService, Start-ServiceFabricApplicationUpgrade) without mentioning or demonstrating equivalent CLI or scripting approaches for Linux/macOS users. The PowerShell-centric instructions and examples are presented throughout, with no clear guidance for Linux users on how to perform these tasks using cross-platform tools. This creates friction for non-Windows users, especially since Service Fabric supports Linux clusters and the Azure CLI.
Recommendations
  • Add Azure CLI examples for all PowerShell cmdlet usage, especially for service creation, updates, and application upgrades.
  • Explicitly mention which PowerShell cmdlets are available cross-platform (via PowerShell Core) and which are Windows-only.
  • Provide guidance or links for Linux/macOS users on managing Service Fabric applications, including references to REST APIs and Azure CLI.
  • Where possible, show XML/ARM template snippets alongside CLI commands, not just PowerShell.
  • Clarify any limitations or differences for Linux clusters in relevant sections.
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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