This is helpful. Just to clarify, so you had created your own affiliate network and run this manually? Tracking, payouts, etc?

There's software for running your own program so they handle most of that except the actual payment part, monitoring for fraud, etc. Plus they don't give any visibility to your program which a network would help with to an extent