0.96(K0.48Na0.52)1 + xNb0.93Sb0.02Ta0.05O3-0.04Bi0.5(K0.12Na0.88)0.5ZrO3 [(KN)xNTS-BKNZ] lead-free piezoelectric ceramics were prepared by conventional solid-state reaction method. The effects of excessive alkali metals on the sintering character, phase structure, dielectric, piezoelectric, and ferroelectric properties were systematically explored. The sintering temperature of (KN)xNTS-BKNZ ceramics gradually increases and the sintering temperature zone becomes narrow with the increasing x value. The coexistence of rhombohedral and tetragonal phases has been found in (KN)xNTS-BKNZ ceramics when 0 ≤ x ≤ 0.03. When x ≤ 0.03, the ceramics show a continuous increasing of TR-T, TC, d33, and εr with the increasing x. The maximal piezoelectric coefficient d33 of 415 pC/N was obtained at x = 0.03. In addition, these ceramics presented a good temperature stability in piezoelectricity. This study exhibits that excessive alkali metals make a great impact on sintering character and electric properties on KNN ceramics. It was believed that this work would be helpful for further enhancing piezoelectric properties in KNN ceramics.