In 1966, Konheim and Weiss introduced a deterministic model of parking and a related family of combinatorial objects called parking functions. While there are extensive enumerative results on parking functions, much less is known from a probabilistic perspective. In this talk, I will discuss three key probabilistic frameworks that have been applied to these objects and present our contributions within each.