Elmwood is a census-designated place in Jefferson Parish, Louisiana, United States, within the New Orleans–Metairie–Kenner metropolitan statistical area. The population was 4,635 at the 2010 census, and 5,649 in 2020. Elmwood was part of neighboring Jefferson's census area from 1960 to 1990. The ZIP Code serving Elmwood is 70123.