Introduction to Norcross, Georgia. Located in Gwinnett county, Norcross, Georgia, is 9 miles E of Sandy Springs, Georgia (center to center) and 16 miles NE of Atlanta, Georgia. The city is part of the Atlanta metropolitan statistical area (MSA). About 8,410 people live in Norcross.