In this talk I will talk about joint works with Fernandó Lledo (Madrid) and John Fabila (Edinburgh) on the spectrum of discrete Laplacians on weighted magnetic graphs and its behaviour uder perturbations such as removing edges, contracting vertices etc. One application is an easy spectral criterion whether a graph is Hamiltonian or not. Another application is a construction of families of isospectral graphs.