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
powershell_heavy
windows_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a strong Windows bias. All command-line examples use PowerShell, and certificate creation relies on Windows-specific tools (New-SelfSignedCertificate, Export-PfxCertificate). The virtual machine scale set is provisioned with Windows Server only, and IIS installation is shown via PowerShell scripts. There are no Linux or cross-platform alternatives provided for certificate creation, backend VM OS selection, or web server setup.
Recommendations
  • Provide Linux/macOS equivalents for certificate creation, such as using OpenSSL commands.
  • Include instructions for creating a VM scale set with Linux images (e.g., Ubuntu) and installing a web server like Apache or Nginx.
  • Show how to install and configure a web server on Linux VMs using Bash scripts or Azure CLI.
  • Offer Azure CLI examples alongside PowerShell for cross-platform compatibility.
  • Present Windows and Linux options side-by-side, or clarify which steps are OS-specific.
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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 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

Flagged Code Snippets