Oliver signed a minor league contract with the Brewers on Thursday that includes an invitation to spring training.
The 29-year-old southpaw has bounced around in recent seasons, most recently making 28 appearances (14 starts) with the Orioles' Triple-A affiliate. He should serve as organizational depth for the Brewers in 2017.