At New Relic, they're leveraging advanced algorithms and machine learning to provide customers with more accurate insights into their dynamic environments. The company's latest advancement, Dynamic Baseline Alerts, aims to address the challenges posed by increasingly complex systems, where traditional monitoring tools may struggle to keep up. By analyzing historical data, seasonality, and recent behavior, Dynamic Baseline Alerts can predict future performance and create dynamic alert thresholds that account for changing system behavior. This feature is particularly useful for managing unknown or newly introduced systems, as well as those with dynamic performance profiles and distinct seasonality. The benefits of Dynamic Baseline Alerts include confident alert thresholds, minute-scale granularity, and fast alerts configuration, making it an exciting addition to New Relic's product suite.