Lake Olympia is a lake located in Orange County, Florida. It appears on the Winter Garden USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 97.21 feet (29.63 m) above sea level. The nearest populated place is Ocoee, approximately 1.3 miles to the W.