We study weighted bilinear Hardy-Steklov operators on the half-line for and . The operator-theoretic core is an exact output-localisation principle. For a bounded bilinear map into , compact middle truncations identify compactness with vanishing of a directed output-tail invariant and, with constant one, identify that invariant with the essential distance and a radius-based Hausdorff measure of noncompactness. Under the additional hypothesis of local finite-rank approximability, the same invariant also equals the finite-rank distance and governs the rank-approximation conclusions. We verify these hypotheses for the Hardy-Steklov map and then translate the tail invariant through the five weighted boundedness regions. In Regions , boundedness must be supplemented by lower- and upper-endpoint vanishing, and the essential distance is comparable to the larger endpoint defect. In the strict subcritical Region , boundedness alone implies compactness. This yields a sharp structural transition between the equality boundary and the summable regime . The quasi-Banach range is treated throughout with the powered metric .

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