What is a limitations to a simple pendulum?

A "simple pendulum" is a mathematical abstraction; the limitation, of course, is that it is not 100% accurate. The assumptions are that it is frictionless, that all the mass of the bob is concentrated in one point, and that the thread that holds the pendulum is massless. Each of these assumptions can be approximated in real life, but only up to a certain point.