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
Summary
The documentation references Windows Security Events as a primary data source and lists Windows-specific event codes and log tables before mentioning other platforms. Device-related enrichments and examples (e.g., DeviceFamily, OperatingSystem) use Windows as the sample value, with no mention of Linux or macOS equivalents. There are no Linux/macOS-specific log sources, event codes, or enrichment examples provided, and Windows terminology is used in several schema fields (e.g., SID, local admin). However, the documentation does include cloud and third-party sources (AWS, GCP, Okta), which broadens its scope beyond Windows.
Recommendations
  • Add examples of Linux/macOS device logon events and how they are ingested/analyzed by UEBA, if supported.
  • Include sample enrichment values for non-Windows operating systems (e.g., Linux, macOS) in tables and examples.
  • Clarify whether Linux/macOS security events are supported as UEBA data sources and, if so, provide equivalent event codes and log table references.
  • If Windows is the only supported OS for certain features, explicitly state this to avoid confusion.
  • Consider including a section on cross-platform support and limitations for UEBA data sources and enrichments.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased