The Athletics clinched their first playoff berth since 2006 on Monday night with a 3-2 defeat of the Rangers.
Oakland is assured of a Wild Card berth, but they can still catch Texas for the American League West title if they win the final two games of the season.
"I don't think anybody outside of this team thought we'd be where we are today," Josh Reddick said.