Ziebart has been married to his wife Iris since 1975 and is father of three children. Both of Ziebart's brothers have doctoral degrees and one of them has earned the title of professor. His father Prof. Dr.‑Ing. Erwin Ziebart, also a former CEO of an automobile supplier, died on 19 August 2007.