Regarding when shard split how you maintain the table, the easy answer is Terracotta. It is amazing for this and handles all that kind of stuff totally in the background. If you didnt have terracotta it would be a harder problem indeed. It handles locking and all of that magic for you. I highly recommend it. Regarding how you handle queue requests while the split is going on, what happens is that while the split is happening, the original shard continues to respond, but all new updates are sent to the old shard and the new one that is being created in the split, so during a split there is addition messaging going on. Once its done, the original shards range of users is cut back, but actually it is still storing all the old data. At that point you can delete the data that has been moved to the new shard - though this is not necessary.