Surely they didn't have banks in today's sense, or did they? I'm curious as to where they kept their money? How did that whole system work?

If they kept it in a vault at their homes, was it guarded constantly from robbery? I'm just truly curious and fascinated how they stayed rich in such tumultuous times.