True, but pumped storage can be made ridiculously large given favorable terrain. I've been to one that pumps 5 million tonnes of water up 800 meters (half a mile of head!), generating up to 1GW on the way back down. It probably costs less to maintain that thing than to charge and discharge an equivalent amount of lithium batteries every day.
