Aaron Goldberg was born in Boston to Alfred Goldberg, a biochemist, and Joan Helpern Goldberg, a hematologist, and has one younger sister, Julie Goldberg.
While an undergraduate, Goldberg maintained a focus on music, and as a freshman was awarded the International Association of Jazz Educators' Clifford Brown/Stan Getz Fellowship.