John A. Sanford was born in Moorestown, New Jersey, a township in Burlington County.
In his early 20s, Sanford decided to follow his father, grandfather, and two great-grandfathers, and entered the Episcopal Theological Seminary in Cambridge, Massachusetts, to study to be an Episcopal priest.