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 deletion examples use PowerShell cmdlets (New-AzResourceGroupDeployment, Get-AzResource, Remove-AzResource) without mention of Azure CLI equivalents. The application packaging workflow is described using Visual Studio, a Windows-centric tool, and screenshots reinforce this. No Linux/macOS alternatives or instructions are provided for key steps such as packaging, uploading, or deploying applications.
Recommendations
  • Add Azure CLI examples for deployment and resource management alongside PowerShell examples.
  • Include instructions for packaging Service Fabric applications using cross-platform tools (e.g., dotnet CLI, SF SDK on Linux/macOS).
  • Provide guidance for uploading application packages to Azure Storage using Azure CLI or azcopy, which are available on Linux/macOS.
  • Clarify which steps are platform-agnostic and which require Windows, and offer alternatives where possible.
  • Reorder examples so that cross-platform options are presented first or in parallel with Windows-specific instructions.
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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