Which dry kibble food will my picky dog most likely eat?

Your dog is actually controlling you. Most dog foods, despite what the TV commercials tell you are pretty much the same as long as you aren't buying the real cheap ones. When your dog is hungry , it will eat. At first, because you've been caving in, it maybe a war of wills, but eventually you will win as I don't see too many dogs grocery shopping by themselves.