It depends on yr pregnancy. Personally I feel you can start ard the third cause before that, pple might start getting you stuff and u don’t wane be having too many repeated stuff.
Second trimester maybe u can start getting big itemss like stroller and cot etc. but smaller items like diapers, clothes etc, can wait. Order online but read reviews. Makes everything easier.