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
powershell_heavy
windows_tools
Summary
The documentation provides step-by-step instructions for creating a public load balancer with an IP-based backend in Azure, but when it comes to configuring the backend VMs and installing a web server, it exclusively uses Windows Server images and Windows PowerShell commands to install IIS. There are no examples or guidance for deploying Linux VMs, installing Apache/Nginx, or using Bash/SSH. The only server-side configuration shown is for Windows, and the only tools mentioned are Windows-specific (PowerShell, IIS, Windows Administrative Tools).
Recommendations
  • Add parallel instructions for deploying Linux VMs (e.g., Ubuntu, CentOS) in the backend pool.
  • Provide Linux-specific steps for installing a web server (e.g., Apache or Nginx) using Bash/SSH.
  • Show both Windows and Linux examples for configuring the backend servers, ideally side-by-side.
  • Mention and demonstrate use of SSH for Linux VM access, not just Bastion/Windows.
  • Clarify that the backend pool can contain both Windows and Linux VMs, and link to relevant Linux documentation.
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Scan History

Date Scan Status Result
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
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 Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets