Universal properties can be read as the transport of equality-based uniqueness "forall x, exists unique y, P(x,y)" to a categorical regime where object-level uniqueness is relaxed to "up to isomorphism." In many semantic models motivated by computation, physics, and resource-sensitive reasoning, even isomorphism is too rigid: exchange can be lossy or irreversible, and unavoidable overhead breaks strict commutativity conditions. This paper develops "distorted universality," where universal constructions are required to exist and be unique only modulo a monoidal congruence generated by a pair of distortion operators (Lambda, sigma): a defect/overhead operator Lambda: id => id and a constrained exchange sigma: tensor => tensor o tau. We emphasize necessity and usefulness: distorted universality restores canonical constructions in over-refined categories (e.g. cost-annotated morphisms), supports non-invertible exchange while preserving a universal calculus via quotient categories, and clarifies the two-layer methodology in which canonicality is proved in a quotient while optimization and budgeting live in the original category. We also isolate optional coherence regimes for sigma (braided/symmetric "up to" the congruence) to ensure that exchange behaves as intended in the quotient.