This is a great question and i think many affiliates choose which programs to promote on the wrong factors.
In my experience you are going to make the most money promoting the best products.
You can have fantastic sign up offers, great commission rates, fast payments, 100s of payment options, fast responses on emails etc etc but if the product sucks and your players dont like it, dont use it repeatedly, you wont earn long term.