Bloom Lake is a lake located in Boundary County, Idaho. It appears on the Naples USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,004.69 feet (915.83 m) above sea level. The nearest populated place is Mc Arthur, approximately 1.6 miles to the NNW.