Ramirez began his professional career as an outfielder in the Padres system in 2002 but was turned into a pitcher while in the Astros minor league system in 2010. The 6-foot-1, 190-pound Ramirez hit .246 with 46 homers and 128 steals in 741 games as an outfielder.