We develop a unified Hölder Lebesgue scale and its weighted, higher order variants to extend the Caffarelli Kohn Nirenberg (CKN) inequality beyond the classical Lebesgue regime. Within this framework we prove a two parameter interpolation theorem that is continuous in the triplet and bridges integrability and regularity across the Lebesgue Hölder spectrum. As a consequence we obtain a generalized CKN inequality on bounded punctured domains ; the dependence of the constant on is characterized precisely by the (non)integrability of the weights at the origin. At the critical endpoint we establish a localized, weighted Brezis Wainger type bound via Trudinger Moser together with a localized weighted Hardy lemma, yielding an endpoint CKN inequality with a logarithmic loss. Sharp constants are not pursued; rather, we prove existence of constants depending only on the structural parameters and coarse geometry of . Several corollaries, including a unified Hardy–Sobolev inequality, follow from the same interpolation mechanism.

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