Natural Intelligence successfully migrated its legacy data lake from Apache Hive to Apache Iceberg, overcoming significant technical and organizational challenges. The migration utilized a hybrid approach that combined in-place and rewrite-based methods, ensuring minimal disruption and enabling gradual adoption while maintaining operational continuity. Key strategies included continuous schema synchronization and a custom change data capture process to keep data consistent across both systems.