Create a bottom layer with a white rectangle, then export to PDF.
(If the poster was designed in Illustrator without a white rectangle as the bottom layer it will automatically save as a transparent background. This will crop your poster to the closest object getting rid of any margins you may have. Placing a white rectangle as the bottom layer preserves the margins and dimensions of your poster.)