There is a good stationers just near the BHD bank on the left side of the main street on the way to the park. They should have the stuff for your scrap book. No idea re photos sorry.
Its been awhile since I've been there, but last year when I was there, Nacional supermercado had a small selection of scrapbook supplies right next to their photo printing kiosk.