 Peralta was non-tendered following the 2010 season, to avoid giving him a raise in arbitration.On December 17, 2010, Peralta signed a one-year contract with the Tampa Bay Rays, receiving $900,000.He appeared in 71 games for the Rays, second most in the American League and was 3-4 with a 2.93 ERA and 6 saves.