SiOx-based anodes have received intensive attention with the effort on increasing the energy density of lithium-ion batteries (LIBs) for applications such as electric and hybrid electric vehicles. To ensure the security and energy density of LIBs, it is prerequisite to address the cell deformation arising from the huge volume variation of SiOx-based anodes during battery operation. We herein reported the compacted SiOx/G/C granules constructed by the interfacial adhesion between SiOx nanoparticles and thin-layer graphite under the collaborative auxiliary of binder pitch, which contributes to preserving intact conduction pathway and structure integrity of anodes during the repeated lithiation/delithiation process. The as-prepared SiOx/G/C granules deliver superior cycling stability, high initial Coulombic efficiency and good rate capability. In particular, low deformation (13.7% thickness expansion), which is comparable with that of graphite anodes, could be attained in high capacity SiOx/G/C anode (653 mA h g−1). The excellent properties of SiOx/G/C anodes, especially in maintaining structure integrity and lowering deformation, provide insights into the rational design of high capacity electrode materials with huge volume variation.