What are some of the qualities of good affiliate marketing programs?

Affiliates are paid of sharing commissions for clicks, leads, or even actual sales from the Web merchant with whom they affiliate and thereby make advantage of making money in a business where he has no upfront costs creating a product to sell, or don't even worry to have a own business with necessary infrastructure required to transact and customer service--all the responsibilities vested with  the web merchant.