 Pérez was signed by the Boston Red Sox as an undrafted free agent in 1998.He was named Boston's "Minor League Pitcher of the Year" in 1999 while with the Red Sox Dominican Summer League team.He was selected to the All-Star Futures Game in 2004, while pitching for the Portland Sea Dogs.