Why do (some) peanut butters split?

A peanut butter with cucumber sandwich, is that a very weird combination? It’s how I like to eat my peanut butter sandwich though. Peanut butter seems to be one of those foods that are combined with just about anything. There’s peanut butter cookies (= photo on top of this post) and pies, it’s part of …