We study the composition operators f↦f∘ϕ on generalized analytic function spaces named generalized Hardy spaces, on bounded domains of C, for holomorphic functions ϕ with uniformly bounded derivative. In particular, we provide necessary and/or sufficient conditions on ϕ, depending on the geometry of the domains, ensuring that these operators are bounded, invertible, or isometric.