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
missing_linux_example
windows_first
Summary
The documentation page demonstrates a strong Windows bias. All code examples use PowerShell and Windows DNS Server cmdlets, with no mention of Linux equivalents (such as BIND or dnsmasq) or cross-platform alternatives. The prerequisites specifically call out Azure PowerShell, and the instructions assume the use of Windows Server DNS. There are no examples or guidance for configuring DNS forwarding on Linux-based DNS servers, nor are Linux command-line tools (e.g., dig, systemd-resolved) referenced for testing DNS resolution.
Recommendations
  • Add equivalent instructions and examples for configuring DNS forwarding using common Linux DNS servers (e.g., BIND, dnsmasq, Unbound).
  • Include Linux command-line examples for testing DNS resolution (e.g., dig, host, nslookup) alongside PowerShell commands.
  • Clarify prerequisites to include both Windows and Linux environments, and link to relevant setup guides for Linux DNS servers.
  • Explicitly state that the process applies to both Windows and Linux DNS servers, and provide links or references to official documentation for Linux DNS configuration.
  • Present examples for both platforms in parallel, or alternate the order to avoid Windows-first presentation.
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
2026-01-11 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
2025-08-19 00:01 #85 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets