Lakebase Postgres uses LTAP (Lake Transactional/Analytical Processing) architecture to offload bulk data operations from the primary database to distributed Spark engines, enabling terabyte-scale loads in minutes without impacting operational workloads. A customer reduced their 8-hour daily load of 1 billion rows to under 5 minutes while keeping live application traffic unaffected.