RocksDb can be tuned to bulk-load data fast. Kafka Streams bulk-loads records during recovery. It is likely we can use a different config to make recovery faster, then revert to another config for normal operations like put/get. See https://github.com/facebook/rocksdb/wiki/performance-benchmarks for examples.
Would be good to measure the performance gain as part of addressing this JIRA.