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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation page exhibits Windows bias by providing IIS (Windows-only) configuration examples and mentioning Windows-centric tools and patterns (IIS, XML config). The IIS example appears before the AKS NGINX controller (Linux) example, and there is no Apache or general Linux web server example. The page lacks parity in Linux-specific guidance, such as for Apache, NGINX (outside AKS), or other common Linux-origin scenarios.
Recommendations
  • Add configuration examples for popular Linux web servers such as Apache and standalone NGINX (outside AKS), showing how to filter the X-Azure-FDID header.
  • Ensure that Linux-origin examples (Apache, NGINX) are presented alongside or before Windows/IIS examples to avoid ordering bias.
  • Include shell-based (bash) or Linux-native configuration steps where appropriate, not just Windows-centric tools or XML configs.
  • Reference Linux firewall tools (e.g., iptables, firewalld) for IP filtering, not just Azure NSG rules.
  • Review and expand documentation to cover a broader set of Linux-origin scenarios, ensuring parity in depth and clarity.
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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
2026-01-11 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
2025-09-05 00:00 #102 completed 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