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

Bias Types:
⚠️ windows_first
⚠️ missing_linux_example
Summary:
The documentation demonstrates a Windows-first bias, especially in the example for creating analytics rules, which focuses solely on detecting failed sign-ins to Windows servers. There are no equivalent examples or queries for Linux VMs, nor are there instructions or screenshots showing Linux-specific integration or threat detection. The documentation assumes a Windows-centric environment, despite Azure VMware Solution supporting both Windows and Linux VMs.
Recommendations:
  • Provide equivalent Linux-focused examples, such as analytics rules for failed SSH logins or suspicious sudo activity.
  • Include screenshots and step-by-step instructions for integrating Linux VMs with Defender for Cloud and Microsoft Sentinel.
  • Mention Linux explicitly alongside Windows when discussing supported operating systems and threat detection scenarios.
  • Offer sample KQL queries for common Linux security events (e.g., authentication failures, privilege escalation attempts).
  • Clarify in the prerequisites and throughout the guide that both Windows and Linux VMs are supported and provide parity in coverage.
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Scan History

Date Scan ID Status Bias Status
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-12 00:58 #8 cancelled ✅ Clean
2025-07-10 05:06 #7 processing ✅ Clean

Flagged Code Snippets

SecurityEvent |where Activity startswith '4625' |summarize count () by IpAddress,Computer |where count_ > 3