When to buy??

Do you ladies wait until after the baby shower (if you have one) to buy stuff? Or do you begin right away. This is my third baby, the last two i waited until after and felt a little overwhelmed with returning, exchanging, buying what i needed etc. This time around I'm thinking of skipping the shower and just buying. Due April.