 Raised in Scotch Plains, New Jersey, Scarpati attended Scotch Plains-Fanwood High School.Scarpati played halfback in college football at North Carolina State University, earning second team All-ACC for football and Academic All-ACC honors in 1962 and 1963.He was selected in the 13th round of the 1964 AFL Draft by the Boston Patriots.