Crib bedding question

Did anyone just get a sheet for their crib? I picked out an entire bedding set but I've been told the baby can only sleep on the sheet. Bumpers, blankets and pillows obviously can't be in the crib. Does it make more sense to not spend the money and simply get a sheet or is that wrong? I'm confused lol.