Potassium‐ion batteries (PIBs) are promising candidates to substitute lithium‐ion batteries (LIBs) as large‐scale energy storage devices. However, developing suitable anode materials is still a great challenge that has limited the anticipated application of PIBs. Herein, the interlayer expanded SnS2 nanocrystals anchored on nitrogen‐doped graphene nanosheets (SnS2@NC) are synthesized following a facile one‐step hydrothermal strategy. Relying on the exquisite nanostructure with larger interlayer spacing, the K+ ions diffusion and charge transfer will be accelerated. In addition, the intense coupling interaction between nitrogen‐doped graphene nanosheets and SnS2 can endow a sturdy nanostructure, avoiding the collapse and aggregation of SnS2 nanocrystals upon cycling. Based on the above merits, the as‐prepared SnS2@NC anode exhibits improved electrochemical performanc (desirable rate capability of 206.7 mAh g−1 at 1000 mA g−1 and advanced cyclic property of 262.5 mAh g−1, while after 100 cycles at 500 mA g−1). More importantly, multistep reactions of K+ storage mechanism combining with intercalation, conversion and alloying reactions are clearly illustrated by combined in‐situ XRD measurement and ex‐situ TEM detection. This strategy of enhancing K+ storage performances has a great potential for other electrode materials.