You need sand it if there is the least bit of shiny finish to give it tooth. You also want to take off imperfections to give it a nice surface.
NOTE: This was a sponsored post. Old Fashioned Milk Paint Company graciously supplied the products to flip this table in exchange for an honest review, and that's what you got! Thanks for reading!