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What I'm most curious about is how does one get 40 million hotel photos? Is this offered through some Booking.com API etc.?

I was also wondering this. The hardest part about this would be scraping 40m photos.

All major booking sites share hotel photos with their partners.

We are in several partner programs, but now we mainly work with HotelPlanner.