Lake Olive is a lake located in Orange County, Florida. It appears on the Orlando East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 68.24 feet (20.80 m) above sea level. The nearest populated place is Orlando, approximately 0.7 miles to the W.