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 page exhibits a Windows bias in several ways: all virtual machine creation examples use Windows Server images, and installation/configuration steps (such as IIS setup) are provided only for Windows using PowerShell. There are no equivalent Linux VM examples, nor instructions for deploying or configuring Linux workloads (e.g., Apache on Ubuntu). The only scripting example uses PowerShell, and Azure Cloud Shell is explicitly set to PowerShell, with no Bash or CLI alternatives. The documentation does not mention Linux tools or patterns, and Windows-centric terminology (RDP, Windows Server) is used throughout.
Recommendations
  • Include parallel instructions for deploying a Linux-based workload VM (e.g., Ubuntu Server), including steps for installing a web server such as Apache or Nginx.
  • Provide Azure CLI and/or Bash examples alongside PowerShell for VM extension installation and other automation steps.
  • Mention SSH as a remote access method for Linux VMs, and provide examples for connecting via SSH.
  • When describing firewall rules, include examples for Linux-based protocols and ports (e.g., SSH port 22).
  • Use more neutral terminology when referring to remote access (e.g., 'remote desktop or SSH'), and avoid assuming Windows-only scenarios.
  • Add notes or links to Linux-specific documentation for users who prefer or require Linux workloads.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased