Apache Druid stores data partitioned by time chunk in immutable files called segments. Data management operations involving replacing, or deleting, these segments include: Updates to existing data. Deletion of existing data. Schema changes for new and existing data. Compaction and automatic compaction, which reindex existing data to optimize storage footprint and performance.