老爷子 is constructed from 老 ('old'), 爷 ('father' or 'grandfather'), and 子 (a nominalizing suffix). The prefix 老 denotes advanced age and respect, 爷 specifies the male familial role, and 子 adds a colloquial, endearing quality, resulting in a term used to address an elderly male relative with affection and reverence.