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
missing_linux_example
Summary
The documentation demonstrates a moderate Windows bias. Windows tools and terminology (Active Directory, Microsoft Entra ID, Defender for Endpoint, Windows workstation/server enrichment) are referenced frequently and often before or without Linux equivalents. Examples and features for Windows environments (such as local scripts for Windows enrichment) are provided, while similar Linux-focused examples are missing. Although the documentation does mention Linux (Debian/Ubuntu sensors, CLI, NTP), Windows-centric integrations and features are more prominent and detailed.
Recommendations
  • Provide equivalent Linux-focused examples and scripts where Windows-specific utilities are described (e.g., enrichment scripts for Linux endpoints).
  • When referencing tools like Active Directory or Microsoft Entra ID, also mention and provide guidance for common Linux authentication/integration methods (e.g., LDAP, Kerberos, SSSD).
  • Ensure that protocol, troubleshooting, and deployment instructions include Linux-specific steps and screenshots where relevant, not just Windows/AD-centric ones.
  • Highlight Linux sensor management and integration patterns as prominently as Windows ones, including automation, troubleshooting, and security recommendations.
  • Where features are described for Windows endpoints (e.g., data enrichment), clarify Linux support status and roadmap, and provide parity where possible.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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