A CPA affiliate network is a company that creates relationships between advertisers and publishers. Advertisers supply the CPA offers and publishers (you), promote these CPA offers, and earn money. Without these CPA affiliate networks, you wouldn't really be able to make money with CPA, simply because you would have nowhere to get these CPA offers from.