Smucker was born in Lancaster, Pennsylvania, to Daniel and Arie Smucker. He was born into an Amish family. After graduating from Lancaster Mennonite High School in 1981, he attended Lebanon Valley College and Franklin & Marshall College. For twenty-five years, he served as president of the Smucker Company, a family-owned commercial construction firm in Smoketown.