You may want to consider a place to stay with an outdoor swimming pool if you will be visiting South Lake in the hottest months of July, August, or September when the average temperature is 76°F. Lodging with an indoor pool may be the way to go if you are visiting during the coldest months of December, January, or February when the average temperature is 44°F.