First, wash your throw pillow covers on delicate cycle, and iron them to dry. You’ll want your fabric to shrink before you paint it. You’ll also want to cut a piece of cardboard to fit inside the cover, to prevent the paint from seeping through to the back side.
(Disclosure: This post was written in collaboration with DecoArt. All opinions are my own.)