Dynatrace Security Analytics is an advanced solution that integrates security and observability data across the full stack to enhance threat detection, forensics, and incident response. Utilizing the Grail data lakehouse for rapid data queries and AutomationEngine for creating automated workflows, it helps security analysts address the complex issue of uninvestigated security events and prolonged vulnerability exposure. The platform's combination of predictive and causal AI techniques, along with tools like Dynatrace Pattern Language and OneAgent, allows for precise data-driven insights, moving beyond traditional log-based SIEM approaches to accommodate the complexities of modern cloud-native environments. This approach is essential for uncovering unknown threats, or "black swans," that are not detectable with traditional methods. By leveraging advanced analytics and automation, organizations can preemptively identify and respond to emerging threats, thereby reducing the risk of cyberattacks. Dynatrace's innovative capabilities, including threat hunting and incident response, are complemented by scalable data retention solutions, and upcoming enhancements like Davis CoPilot generative AI are expected to further increase productivity and security efficacy.