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One of the greatest problems plaguing affiliate sales reporting is the lack of standardization. One network might track record visits as clicks, another might report page views as visits and clicks as actual clicks. This creates a mishmash of data that is very difficult to integrate.
Additionally the abundance of clickfraud that I've seen on most of the 1st and 2nd tier media outlets render the EPC data provided by the affiliate network close to useless.
If the affiliate networks you are using are open to placing a tracking pixel for you (most are) you can use a hosted Ad Tracker like Prosper202 to create your own reporting system, use your own product names, and track the ROI on each traffic source and each product you are selling.