Comment by charrington

I think that at the rates Twitter is writing counter data (Many TBs per day denormalized, ~0.5TB normalized), a RAM-based solution like VoltDB would be prohibitively expensive. Rainbird allows Twitter to use cheap disk-based storage but still get acceptable (sub-second) latency.