I will review several examples where techniques motivated by ideas in Partial Differential Equations and Differential Geometry lead to interesting results about difference equations on graphs, most notably the combinatorial Laplacian. Examples will include the maximum principle, Harnack inequality, Cheeger's inequality and a recent result about surjectivity of combinatorial Laplacian for infinite graphs.