Speaking only for myself I work with several different networks and selected those networks based on the merchants available. I also give consideration to whether I receive payment from the network or directly from the merchant and downtown of the network. Hope it helps.
Mainly we work with ShareASale, LinkShare and Commission Junction, but find some affiliates that for one reason or another do not wish to participate with some of them.