Resource For Direct Affiliate Programs

Hey All-

I've been having moderate success with a local direct affiliate program here in Phoenix, AZ. It's made me want to start finding more direct affiliate programs to promote. How does one go about finding direct affiliate programs? And is it even worth it to go searching for these direct programs? Or is it better just to go to CommissionJunction or ClickBank?

Thanks!