How can I change the rocksdb config options?

Source: Message to CockroachDB User Group, April 25, 2016

How can we change rocksdb config options? When I perform a table create and insert a few seconds after I add the nodes to the cluster, I see the data I inserted getting written to the journal at the master but not the replicas. Is this expected?