Just perusing the page that you linked, you come the the statement "we publish books for hire." Meaning they get paid by the photographer/author/artist to publish the book. I don't even know if they distribute the books, although that might be part of the services they get paid for. The bottom line is, there are very few photo book publishers who will take your photos and design, lay out, print and distribute a book unless you are a known photographer whose book they have a good idea will sell. Otherwise, you will end up paying to publish, either by the self-publishing route or what used to be known as the "vanity press," which seems to be what the publishers profiled on Lenscratch are.
My experience with getting a book published is agents and publishers pretty much want everything handed to them if they are going to publish and distribute your book. That means knowing who the audience and market is, having a list of bookstores you know will carry the book, and your own network of potential individual buyers.
Self-publishing is the toughest. You need to pay for the printing (remember to include the cost for revisions, and design if you are not so inclined) and hope you have chosen a printer who can deliver the quality you expect. You will also need to market and sell the book yourself (most bookstores are not interested in self-published books).
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