You definitely need to pay as much as you can affort to pay. The only proper way to do that is to figure out how much you can afford to pay by finding your price points, calculating how much it costs you to get a sale, what your average conversion rate is, and what it costs you to "produce the product".
There are more things to calculate than that including the cost of doing business, allowing for chargebacks, fraud, returns, paying your rent, etc., and only you can decide how much your business can afford to pay an affiliate.
Too many online businesses fail, in my opinion, because they don't take into account the real cost of doing business and how much they can afford to pay affiliates. They also fail when they decide how much they're willing to spend on a PPC campaign, but that's another story altogether.
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