Save Type Surname (from location) Usage Scottish, English Meaning & History From the town of Bathgate, west of Edinburgh, Scotland. The town's name derives from Cumbric *beith, meaning 'boar' (Welsh baedd) and *gaith. meaning 'wood' (Welsh coed).