My elbow pops when I eat pushpops... or rather, do pushups. So's, eager to self-diagnose, I mosey over to WebMD to see what it could mean.

A piece of bone inside the elbow joint may die (osteochondritis dissecans) and become caught in the elbow joint after an injury or from overuse of the elbow. The result may be popping or locking of the joint.