This article explores the evolution of Apache Iceberg, focusing on its change data capture (CDC) functionalities in versions 3 and 4. It discusses how improvements in metadata management and delete semantics streamline data processing for real-time updates while addressing the challenges of maintaining identity and change detection across tables.