We study symmetries in the von Karman equations with simply supported boundary conditions on rectangular domains. By embedding this fourth order plate problem into a space of periodic functions we obtain hidden symmetries and scaling properties in its solution manifold. These properties are exploited for efficient numerical approximation of the solution branches at the bifurcation points, and are demonstrated with numerical examples.