Prep for Baby

Hi Mommies! Im currently 22wks and am thinking when is the time to start preparing for baby’s stuff. What are the things that is important to get? Also, i will be borrowing spectra pump from a friend (pink one). Is this is a dual or single pump? Are there parts that I should change? Thanks in advance!