The typical symptoms of arthritis are inflammation and lubrication deficiency in joints, which increase wear of articular cartilage along with pain of patients. In the present study, one kind of novel macromolecular/microsphere-based injectable hydrogels (CMC-ODex NPs) with dual functionalities of drug release and lubrication, was fabricated via dynamic Schiff base crosslinking network between carboxymethyl chitosan (CMC) and oxidation dextran nanoparticles (ODex NPs). The CMC-ODex NPs hydrogels exhibited typical viscosity-thinning phenomenon at wide range of shear rates and obvious gel-sol transition feature at specific strain. As a result, CMC-ODex NPs hydrogels presented low friction coefficient at the sliding interface of bovine articular cartilages, resulting from the boundary lubrication of hydrogel and the rolling friction effect of ODex NPs. Furthermore, the anti-inflammatory drug (dexamethasone, DXM) encapsulated in ODex NPs exhibited sustainable drug release behavior during the dynamic shearing process, which making CMC-ODex NPs hydrogels possessed good and stable anti-inflammatory effect. CMC-ODex NPs hydrogels was prepared without utilizing any toxic agents, thus demonstrated excellent cytocompatibility. Our experimental results reveal the CMC-ODex NPs hydrogels is promising to be used as functional lubricant for inhibiting the development of arthritis.