 On October 12, 2006, the Braves purchased Acosta's contract and added him to their 40-man roster.On August 10, , Acosta was called up to the big leagues after Octavio Dotel hit the DL.He made his big league debut on August 12 pitching a scoreless inning of relief against the Philadelphia Phillies.