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 demonstrates a notable Windows bias. All command-line examples for creating private endpoints use Azure PowerShell, with no equivalent Azure CLI or Linux/macOS shell examples. The validation steps exclusively reference creating and connecting to a Windows VM, omitting instructions for Linux VMs. Windows-centric tools and workflows are presented first and, in some cases, exclusively.
Recommendations
  • Add Azure CLI examples for all PowerShell-based instructions, ensuring parity for Linux/macOS users.
  • Include instructions and screenshots for creating and validating private endpoints using a Linux VM in Azure.
  • When demonstrating command-line operations (e.g., nslookup), clarify that these commands work on both Windows and Linux/macOS, and provide sample outputs from both environments.
  • Avoid referencing only Windows-specific quickstarts; link to both Windows and Linux VM creation guides.
  • Consider reordering examples so that platform-neutral or cross-platform options (Azure CLI, portal) are presented before platform-specific ones.
GitHub Create Pull Request

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