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
windows_first
Summary
The documentation page for the Azure Service Fabric application resource model demonstrates a notable Windows bias. All command-line deployment and management examples use PowerShell cmdlets (New-AzResourceGroupDeployment, Get-AzResource, Remove-AzResource) without mentioning or providing equivalent Azure CLI commands. The application packaging workflow is shown using Visual Studio, a Windows-centric tool, with no alternative for Linux/macOS users. There are no Linux/macOS-specific instructions or examples, and Windows tools and patterns are presented first and exclusively.
Recommendations
  • Add Azure CLI equivalents for all PowerShell deployment and management commands (e.g., az deployment group create, az resource show, az resource delete).
  • Provide instructions for packaging Service Fabric applications using cross-platform tools (such as dotnet CLI or SFCTL) instead of only Visual Studio.
  • Include screenshots or steps for Linux/macOS environments where relevant (e.g., zipping application packages, uploading to Azure Storage via CLI or portal).
  • Clearly indicate which steps are platform-agnostic and which require Windows-specific tooling, offering alternatives where possible.
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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