A natural gas plant cannot be used as a battery either. So again, why hydro is not as flexible as such natural gas?
The current water level in the reservoir, expected drainage and rainfall over the year, environmental regulations concerning water discharge and intake levels, fish, etc. all play into it. Note that a hydroelectric power plant doesn't just generate electricity, it also regulates water levels pretty far up- and downstream from the plant.