Explore how to implement AI agents for proactive database monitoring and optimization across AWS database services in this 44-minute conference talk from AWS re:Invent 2025. Discover techniques for building intelligent agents that monitor and analyze Amazon RDS, Amazon Aurora, and Amazon Redshift to identify performance bottlenecks and diagnose problems before they impact production environments. Learn to create systems that detect query pattern issues, surface optimization opportunities, and provide AI-driven insights for enhanced database monitoring. Through practical demonstrations and real-world examples, understand how to develop agents that suggest optimization strategies and enable more informed, timely responses to common database challenges across AWS platforms. Gain insights into leveraging artificial intelligence to transform traditional database monitoring into a proactive, intelligent system that helps maintain optimal performance and prevents issues before they affect your applications.