This thesis presents a study of the low temperature transport properties of hybrid materials made of superconducting metals (Sn and Pb) nano-clusters self-assembled onto the surface of a graphene sheet. The self-assembly realizes a two-dimensional disordered array of Josephson junctions. Characterization of the superconducting properties reveals a transition of the 'BKT' kind, with a transition temperature that depends on surface morphology. The superconducting properties are strongly affected by the gate voltage, which controls the normal state resistance of the graphene sheet. The main result of this thesis was obtained using disordered graphene. The presence of structural defects in the graphene lattice induces a regime of strong localization at low temperatures. Upon varying the gate voltage, the resistance of such samples can change by 3 orders of magnitude. Taking advantage of the large dynamics offered by the gate voltage, we have induced a superconductor-insulator transition in Sn-decorated samples. The study of that quantum phase transition reveals a percolating behavior near the threshold and the universal value of resistivity predicted by theory at the transition. Finally, a preliminary work aiming at using such an hybrid material to realize superconducting nano-electro-mechanical resonators is presented.