Potassium ion batteries (KIBs) are attractive alternatives to lithium-ion batteries (LIBs) due to their lower cost and global potassium sustainability. However, designing compatible electrolytes with the graphite anode remains challenging. This is because the electrolyte decomposition and/or graphite exfoliation (due to K + -solvent co-insertion) always exist, which is much harder to overcome compared to the case of LIBs due to the higher activities of K + . Herein, we report a general principle to design compatible electrolytes with graphite anode, where the K + can be reversibly (de-)intercalated. We find that the electrolyte composition is critical to determining the graphite performance, which can be tuned by the kind of solvent, anion, additives, and concentration. We present a new interfacial model to understand the variation in performance (i.e., K + (de-)intercalation, or K + -solvent co-insertion or decomposition). Our interfacial model is distinctly different from the solid electrolyte interphase (SEI) interpretation. This work offers new opportunities to design high-performance KIBs and potassium-ion sulfur batteries. Particularly, we present a new guideline to design electrolytes for KIBs and other advanced mobile (ion) batteries.