Pumped hydro can store more energy then any battery array. You can size a battery, or pumped hydro, to any power level you like, but batteries by their nature scale differently: the faceplate capacity of a battery multiplied by 4 is also pretty much the energy storage.

Whereas pumped hydro can store far more energy (limited by upper reservoir size) then any battery array, but you pay for it in the fact that if you have a 1 MW turbine system on it, and 100 MWh of storage, you still only have 1 MW of power capacity (and about 100 hours of storage).

The problem is 100 hours of storage isn't much use if your grid needs more then that right now and it also can usually only be "charged" at about half that rate, so that 100 hours takes 200 hours to accumulate and that number is fixed - there's no surge capability - but if you're dealing with solar panels putting out on average 30% of their faceplate power, but obviously peaking at 100% frequently, you need to be able to store the peak to store it at all.