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
missing_linux_example
Summary
The documentation provides step-by-step instructions for configuring an outbound-only load balancer in Azure, but all virtual machine creation and connectivity testing examples use Windows Server as the VM image and Microsoft Edge for browser-based connectivity checks. There are no Linux VM examples, nor instructions for Linux-based connectivity testing, which may create friction for users deploying Linux workloads.
Recommendations
  • Include parallel instructions for creating a Linux VM (e.g., Ubuntu) in the 'Create virtual machine' section, with appropriate settings for SSH authentication.
  • Provide connectivity testing steps for Linux VMs, such as using curl or wget from the command line to verify outbound connectivity (e.g., 'curl https://whatsmyip.org').
  • Clarify that the load balancer configuration is OS-agnostic and works for both Windows and Linux VMs.
  • Where browser-based testing is mentioned, suggest alternatives for Linux users (e.g., Firefox, Chromium, or command-line tools).
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-25 00:00 #165 completed Biased Biased
2026-01-24 00:00 #161 completed Biased Biased
2026-01-23 00:00 #157 completed Biased Biased
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-10 00:00 #92 completed Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean