The development of potassium-ion batteries (PIBs) faces significant challenges due to the lack of suitable electrolytes to achieve satisfactory energy density and long-term stability. This work reports an innovative compact-solvation electrolyte (CSE) strategy leveraging ionic liquid-induced manipulation of solvation structures under low concentration for high-performance PIBs. The CSE, formulated with a low salt concentration of 0.8 M, simultaneously exhibits compact solvation structures with abundant F-rich anions, high ionic conductivity, and low desolvation energy. These features lead to enhanced K-storage thermodynamics and kinetics through the formation of a robust KF-rich solid electrolyte interphase (SEI) as well as accelerated K+ transport kinetics. Consequently, the graphite electrode in CSE delivers a high reversible capacity of 252 mAh/g with an average Coulombic efficiency of 99.5% after 300 cycles at 50 mA/g. Furthermore, the designed CSE enables the PB||Graphite full cell to operate for over 1450 cycles at 50 mA/g, maintaining an impressive capacity retention of 88%. This work represents a significant advance in the development of safe and compatible electrolytes for advanced PIBs.