Personally I'd install a second latch at the bottom similar to the one you have higher up. Otherwise drive a stake into the ground as a 'stop' at the bottom (sort of where I've marked it in red but behind the gate!) - be prepared to fall over it :)
Just for info, you can buy stainless steel...