In the Riemannian setting, every flat Cartan–Hadamard manifold is isometric to Euclidean space, the canonical model that underlies the theory of Sobolev spaces and guarantees the sharpness/rigidity of the Hardy inequality, the uncertainty principle, and the Caffarelli–Kohn–Nirenberg (CKN) inequality. In this paper, we show that on a flat Finsler Cartan–Hadamard manifold – Berwald’s metric space – the classical picture alters radically: the Nash embedding theorem fails, the Sobolev space becomes nonlinear, and the Hardy and uncertainty inequalities break down completely, whereas the CKN inequality exhibits a sharp threshold in its validity depending on a parameter. By contrast, on Funk metric spaces – another class of Finsler Cartan–Hadamard manifolds – this threshold behavior disappears, although all the other non-Riemannian features persist. We trace this divergence to the lower bound of the -curvature. As a consequence, the failure of the aforementioned functional inequalities is established for a broad class of Finsler manifolds.

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