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
Summary
The documentation page demonstrates a Windows bias by providing a security rule example and query specifically for Windows server sign-in failures, without offering equivalent examples for Linux VMs. The tip and example query reference Windows event codes and authentication patterns, and there is no mention of Linux audit logs or how to create similar rules for Linux-based VMs. The documentation also refers to 'Operating system' in a generic way but does not provide explicit Linux guidance or parity in examples.
Recommendations
  • Include equivalent security rule examples for Linux VMs, such as detecting failed SSH login attempts using Linux audit logs or syslog.
  • Provide example queries for Linux authentication events (e.g., using Syslog or Auditd data in Log Analytics).
  • Add tips or notes clarifying how Linux users can adapt the instructions, including relevant event codes and log sources.
  • Ensure screenshots and step-by-step instructions reference both Windows and Linux scenarios where applicable.
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Scan History

Date Scan Status Result
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-10 00:00 #92 completed Clean Clean
2026-01-09 00:00 #87 cancelled Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Biased Biased
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets