What's an example of a planar graph with two embeddings whose geometric duals are nonisomorphic?
There is an answer in Graph Theory by Bondy and Murty:

It is clear that both graphs are isomorphic. Their respective duals are not, because each face of the first dual has degree 3  (except the unbounded one, of degree 5), and there are two faces of degree 4 in the second dual.