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 clear Windows bias: it only provides instructions for deploying Windows Server virtual machines, uses PowerShell exclusively for scripting (including the Azure Cloud Shell example), and installs IIS (a Windows web server) as the backend workload. There are no examples or guidance for deploying Linux VMs, using Bash/CLI, or installing a Linux-based web server such as Apache or Nginx.
Recommendations
  • Provide parallel instructions for creating Linux virtual machines (e.g., Ubuntu) as backend servers.
  • Include examples for installing a web server on Linux VMs (e.g., using apt to install Apache or Nginx).
  • Offer Azure CLI (Bash) equivalents for all PowerShell commands, especially for VM extension/script installation.
  • When referencing OS images, mention both Windows and popular Linux distributions, allowing users to choose.
  • Balance screenshots and walkthroughs to show both Windows and Linux scenarios where applicable.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets