Myrtle Grove is a census-designated place in Escambia County, Florida, United States. The population was 17,224 at the 2020 census, up from 15,870 at the 2010 census. It is part of the Pensacola–Ferry Pass–Brent, Florida Metropolitan Statistical Area.