Cliffs of the Cape of Good Hope taken from Cape Point. This is the rocky headland of the Cape Peninsula southwest of Cape Town. It is often mistakenly considered the southernmost point of Africa, but that spot is actually Cape Agulhas about 90 miles to the southeast.