Apache Cassandra has evolved significantly since version 3.11, introducing storage-integrated indexing (SAI), vector search, flexible compaction strategies, and built-in repair scheduling. Key improvements include faster data streaming in 4.0, the Guardrails Framework for operational limits, and upcoming transaction capabilities in version 6.0, making many older design constraints less necessary.