Sort of. I've done affiliate stuff before but I don't like the vibe it gives off. Selling the products directly in a more publisher-esque way feels more honest, although I'm not entirely sure why.
I think "affiliates" may have a bad vibe, but you could message it in a way that wouldn't. I know Gumroad is coming out with some functionality along those lines and they call it "tastemakers" or something similar.
I bet you could significantly increase your revenue by working directly with authors—though if you try to republish their books it would be more work for them.
Just work with one author a month, whose book you have carefully vetted, and promote it to your lists for a commission.
I'm planning on releasing a book soon and have been strongly considering gumroad. I couldn't find anything about an affiliate program (now or coming soon). Do you have a link for this, or is it just from your talks with them?