You may want to consider a place to stay that offers an outdoor pool if you will be visiting Ashburn in the hottest months of July, August, or June when the average temperature is 74°F. Lodging with an indoor pool may be the way to go if you visit during the coldest months of January, February, or December when the average temperature is 35°F.