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
windows_first
powershell_heavy
missing_linux_example
windows_tools
Summary
The documentation page exhibits Windows bias in several ways. All command-line examples for automating private endpoint creation use Azure PowerShell, which is most commonly used on Windows. There are no equivalent examples using Azure CLI, which is cross-platform and preferred on Linux/macOS. The validation section instructs users to create a Windows VM and references the Windows VM creation guide, with no mention of Linux VM alternatives or instructions. All screenshots and portal instructions are Windows-centric, and there is no guidance for Linux users or parity in tooling.
Recommendations
  • Add Azure CLI examples for creating and managing private endpoints, alongside or before PowerShell examples.
  • Include instructions and links for creating a Linux VM in Azure, and provide validation steps using Linux command-line tools (e.g., nslookup, dig) on Linux.
  • Ensure that portal screenshots and instructions are platform-neutral, or include notes for Linux/macOS users where relevant.
  • Explicitly mention that Azure CLI can be used on all platforms and provide sample commands.
  • Review documentation for other Windows-specific references and provide Linux/macOS equivalents.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets