Refers to the artillery branch of an army or to soldiers operating artillery pieces. In modern contexts, it is a military term.
He served as an artilleryman in the army.
砲兵部隊が前線を支援した。
The artillery unit supported the front line.
In his youth, he served in the military as an artilleryman.