Oliver is married and has one daughter. When not in Ottawa, Oliver resides on his farm in Queens County, Nova Scotia. Senator Donald Oliver is an honorary patron with Crossroads International. In 1962, he was a Crossroads volunteer to Ethiopia. Senator Oliver has said this experience changed him forever.