Canaveral Groves is an unincorporated community in Brevard County, Florida, United States. It is a rural area between State Road 520 and Port St. John. The community is part of the Palm Bay–Melbourne–Titusville Metropolitan Statistical Area. There is a lower population density in the southwestern region, with a total of 140 households. Access ...