This paper is concerned with the experimental analysis of synchronization in networks of non identical Chua's circuits, with emphasis on robustness. We validate the theoretical expectations of the so-called Extended Master Stability Function approach by numerical simulations and experiments. We show that the EMSF is an effective tool to understand the onset of synchronization in real-world networks of non-identical nodes.