High performance lead‐free piezoelectric ceramics are of great importance to the sustainable development of the environment. To obtain excellent comprehensive performance KNN‐based lead‐free piezoelectric ceramics, a lattice distortion strategy combined with domain configuration was designed in (1 − x)K 0.5Na 0.5Nb 0.95Sb 0.05O 3– xCaHfO 3 ((1 − x)KNNS– xCH) system by introduced Ca 2+ into the A‐site and Hf 4+ into the B‐site. The results demonstrated that the rhombohedral–orthorhombic–tetragonal polymorphic phase boundary (PPB) was constructed in 0.02 ≤ x ≤ 0.04 and significant lattice distortion occurred in R‐ and T‐phase. Moreover, the 0.97KNNS–0.03CH sample exhibited excellent electrical performance (e.g., k p ∼ 43.8%, d * 33 ∼ 478.6 pm/V, and d 33 ∼ 392 pC/N) together with a high Curie temperature ( T C ∼ 295°C) profited from the PPB and domain configurations. The ceramics also showed the optimal thermal stability, which was beneficial to promote the development of KNN‐based ceramics.