At what month/stage should I start buying baby stuffs

Hi mommies. 5mos preggy here (19 weeks to be exact) Ilang months po kayo nung nagstart kayo mamili ng stuffs ni baby? Just wanna know ? Di ko pa kasi alam gender ni baby.