Are you using self-adhesive patches or something that uses a tube of glue? I never got on with anything other than Rema's patches.
Everything else, check. Roughing up the patch area, waiting a few minutes for the vulcanizing fluid to dry, squeezing the patch for a few seconds after applying.
I've never had a problem with the little sandpaper that comes with the kit.