Closest place to park is just to the ENE at the more southerly road from Berrydown. There's a little carpark just where the road stops being yellow on the Landranger & turns left.
Or the walk from Shovel Down stone rows is nice, in which case I'd park where the others are all saying. I've done both, depending on the weather/time available....
:^D
love
Moth