Three‐dimensional bimetallic cyanido‐bridged frameworks, [LnIII(2,2′‐bipyridine N,N′‐dioxide)2(H2O)][CuI2(CN)5]⋅5 H2O (Ln=Dy, 1; Yb, 2), are reported. They exhibit the effect of slow relaxation of magnetization, leading to a magnetic hysteresis loop, and sensitized visible‐to‐near‐infrared photoluminescence. Both physical properties are related to the eight‐coordinated lanthanide(III) complexes embedded in the unprecedented coordination skeleton composed of symmetry‐breaking polycyanidocuprate linkers. The three‐dimensional d–f cyanido‐bridged network was shown to serve as an efficient coordination scaffold to achieve emissive lanthanide single‐molecule magnets.