Blossom Lake is a lake located in Pinellas County, Florida. It appears on the Seminole USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 23.42 feet (7.14 m) above sea level. The nearest populated place is Seminole, approximately 0.9 miles to the NNW.