Stannard's brother Richard, a former British military policeman, was a public relations officer for the Rhodesian Security Forces during the long-running bush war. Richard later joined the Zimbabwe Intelligence Corps to serve alongside Danny. Their nephew, also Richard Stannard, was a much-decorated veteran of the Rhodesian SAS and South African Special Forces who later became embroiled with an attempted coup d'etat in the Seychelles.