Bob Quillin of ControlTheory discusses the growing volume of telemetry data and its costs, highlighting the importance of intelligent data management. ControlTheory aims to enhance operational and adaptive control. Strategies for data retention, log spikes, and the role of AI in event correlation are examined, along with best practices for optimizing application performance using logs, metrics, and traces.