You'd need to have a central affiliate program. Many affiliate program scripts allow for this...
I'm Nitro Marketing's affiliate manager and we have it set so when you refer someone your affiliate ID is tracked to them for life ... so no matter what products we sell, you will get commission for everything they buy...
With most affiliate programs it's a simple click of a button to do this.
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