Modularity has become in recent years a widely accepted feature of biological networks. However, it seems to mean different things in different networks and even within the same type of network. This poses a challenge to the development of methods to partition networks into functionally meaning entities. I will discuss in my talk modularity in the context of protein interaction networks, from method development to evolutionary studies.