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 page demonstrates Windows bias by prioritizing Windows-centric scenarios and tools. Windows event data is the only specific data type mentioned in the introductory example, and Windows administrators are referenced in table-level RBAC scenarios. There is no mention of Linux-specific event types (e.g., Linux audit logs) or Linux administrators. While Syslog and CEF (cross-platform log formats) are referenced, examples and scenarios do not explicitly address Linux use cases or provide parity for Linux system management. No Linux-specific tools, patterns, or examples are given.
Recommendations
  • Add Linux-specific examples, such as granting access to Linux audit logs or SSH logs, alongside Windows event data scenarios.
  • Include references to Linux administrators and their access requirements in the RBAC scenario tables.
  • Provide sample configurations or code snippets for common Linux log forwarding tools (e.g., rsyslog, auditd) in addition to Logstash.
  • Mention Linux VM resource IDs and Azure Arc onboarding for Linux systems explicitly, not just generically as 'on-premises VM'.
  • Ensure that all examples and recommendations are presented with equal weight for both Windows and Linux environments.
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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
2025-08-29 00:01 #95 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean