There was a show on about the various methods of making leather that included a segment with a couple that does the same thing (might even have been them).

Apparently, the most widely used tanning method these days is chrome tanning (which turns the hides blue after which they are dyed, even for "natural" leather I guess). Vegetable tanning (from the ground-up bark of trees) was also covered.