We investigate the isomorphism problem for Cayley graphs of graph products. We show that graph products with vertex groups that have isomorphic Cayley graphs yield isomorphic Cayley graphs. Additionally, we identify conditions under which the Cayley graphs of two graph products are isomorphic, even when the underlying groups are not. This leads to interesting examples of non-isomorphic finitely generated groups with isomorphic Cayley graphs.