Fat Joe was born with the full name Joseph Antonio Cartagena on August 19, 1970, in the South Bronx area of New York City where he also grew up.

Raised by his poor parents, Ernesto Delgado and Marie Cartagena, who are of Puerto Rican and Cuban descent, the rap legend lived in public housing and got involved in stealing at a young age in order to make contributions to the home.