Baby stuff

Hi mummies, when do we actually starts to buy baby stuffs? I’m trying to hold on till knowing the gender.. what essential stuff to buy for baby n mummy to prepare for the arrival. Heard a lot of opinions till confused now. Do we buy all new stuffs or some preloved advisable and money saving?#advicepls