As far as I know everyone here (or at least those of us at hobby level) shops in the same way - from the same sites that will come up top in a search.
One thing did dawn on me since last time though. Laser diodes are typically the basic components used in other laser products and anything I've seen in the past has usually only related to mass production. Try searching for laser MODULES.