In this talk we discuss the application of topological data analysis to point process data. We present individual and functional central limit theorems in increasing sampling windows for functionals of the persistence diagram applied to some standard point process models. This talk is based on joint work with Christophe Biscio, Nicholas Chenavier, Christian Hirsch, and Moritz Otto.