I shall survey several related asymptotic enumeration problems concerning certain types of connected sparse graphs with a given number of vertices and edges, and discuss some of the probabilistic techniques that are usually applied in these settings. In particular, I shall present our asymptotic formula for the number of strongly connected sparse digraphs with n vertices and m arcs.