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 demonstrates a strong Windows bias. All VM creation examples use Windows Server, and IIS (a Windows-only web server) is installed for backend verification. The only shell example provided is Azure PowerShell, with no mention of Linux VMs, Linux web servers (such as Apache or Nginx), or Bash/CLI alternatives. Linux users are left without guidance for completing the tutorial using their preferred OS or tools.
Recommendations
  • Provide parallel instructions for creating Linux VMs (e.g., Ubuntu) and installing a Linux web server (Apache, Nginx) for backend verification.
  • Include Azure CLI and Bash examples for VM extension installation and other automation steps.
  • Explicitly mention that the tutorial is applicable to both Windows and Linux, and link to Linux-specific guides if available.
  • Show both Windows and Linux options side-by-side in relevant steps, especially for backend server setup and verification.
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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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
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

Flagged Code Snippets