Oliver played college football at the University of Colorado, where he established himself as a standout player. He was selected by the Atlanta Falcons in the second round of the 2018 NFL Draft and spent the first three seasons of his professional career with the team. In March 2021, Oliver signed a one-year contract with the New York Jets, where he continues to showcase his skills on the field.