Combine all ingredients in large heavy-duty resealable plastic bag. Shake bag to blend ingredients. Refrigerate at least 1 day and up to 3 days, turning bag occasionally.
Transfer olives and some marinade to bowl.
Let stand 1 hour at room temperature before serving.