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 demonstrates a Windows bias by providing only Azure PowerShell examples for creating managed virtual networks and private endpoints, with no equivalent instructions or code samples for Linux users (e.g., Azure CLI, REST API, or ARM templates). The use of PowerShell and references to Windows-centric tooling and patterns are presented exclusively, and there is no mention of Linux command-line alternatives or cross-platform approaches. This may hinder Linux users or those working in non-Windows environments from easily following the documentation.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell code snippets to ensure Linux and macOS users can follow along.
  • Include REST API and/or ARM template instructions for resource creation to provide platform-agnostic options.
  • Explicitly mention cross-platform tooling (e.g., Azure CLI, Bicep, Terraform) in relevant sections.
  • Where screenshots or UI instructions are given, clarify that the Azure portal is accessible from any OS.
  • Review and update any references to Windows-specific tools or patterns to ensure Linux parity and inclusivity.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets