The coordination polymer {[Cu6(CN)6]·HPD}n, CP1; (HPD = heptane‐1,7‐diamine) was prepared and characterized by single‐crystal and powder X‐ray diffraction, UV–Vis spectroscopy, electron microscopy (TEM and SEM), and elemental analyses. The copper atoms are coordinated by C ≡ N ligands, and both exhibit tetrahedral geometry. Cu1 and Cu2 create the pretty unique cluster structure of two quadruple [Cu2(μ3‐CN)2] units exhibiting coprophilic interaction. The building blocks [Cu3(CN)3]2 form fused distorted rectangular rings surrounded with the [Cu2(μ3‐CN)2] motifs exhibiting wide voids to accommodate the guest HPD. The structure of 1 indicates the formation of channels with dimensions 5.121–8.469 Ǻ which extend three‐dimensionally creating fused cavity morphology with different shapes. CP1 was utilized as an efficient sensor for selective quantitative estimation of metal ions (Co2+) and explosives (NB). Advanced oxidation process (AOP) was used as an efficient photocatalyst for the removal of the antibiotic meloxicam (MEL) utilizing AOP in the presence of H2O2 as an oxidant. Scavenge experiments, reusability of catalyst 1, and mechanism of oxidation were also discussed.