Yea

Sometimes people ask me advice for visiting South Africa, I told them your skin colour wont really matter much. They will know you are a tourist and that is more dangerous than anything, since they know you are an easy mark.

So stay inside the safe bubble of tourism, don't try to venture out, or you will very quickly find yourself in the real Africa. Travel with a tour group to the safari and get back to the hotel with a group.