CsCdPO4 adopts a periodic 3D Cd-P-O anionic network at room temperature. As the temperature increases above 440 K, thermal vibrations induced torsion and deformation within the PO4 units are constrained by the 3D Cd-P-O network, which is critical for the unique periodic to incommensurately modulated long-range ordered phase transition.