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_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias. All command-line examples use PowerShell, including certificate creation and IIS installation. The virtual machine scale set is configured with Windows Server 2016 Datacenter by default, and only Windows-centric tools and workflows (PowerShell, IIS) are mentioned. There are no Linux equivalents or examples provided for certificate creation, backend server setup, or web server installation.
Recommendations
  • Provide equivalent Linux examples for all command-line operations, such as using OpenSSL for certificate creation and Bash/Azure CLI for resource management.
  • Include instructions for deploying a Linux-based VM scale set (e.g., Ubuntu) and installing a web server like Apache or Nginx.
  • Offer both PowerShell and Azure CLI/Bash script options for automation steps.
  • Mention Linux-compatible tools and patterns alongside Windows ones, and avoid assuming Windows as the default OS for backend servers.
  • Reorder examples or provide parallel instructions so that Linux options are presented with equal prominence.
GitHub Create Pull Request

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