The big affiliate networks are also typically not friendly to small-time sites joining at all. I run a site with relatively low traffic, and most of my requests to join programs on Commission Junction or Google Affiliate Network get rejected, I'm guessing because I'm not big enough and/or don't have enough track record.

Amazon is one exception where joining Amazon's affiliate program is probably no harder than joining refer.ly, though.