A hybrid additive manufacturing technique based on cold spray (CS) and selective laser melting (SLM), in which the CS parts after heat treatment were used as the substrate for SLM process, was proposed to manufacture the pure copper with multiple microstructures and well bonding strength. The effect of heat treatment on the microstructure evolution and mechanical properties was systematically investigated by optical microscope (OM), scanning electron microscope (SEM) and tensile test. The results show that the hybrid additive manufactured pure copper samples were composited of SLMed Cu with semicircle melt tracks (upper part) and CSed Cu with stack particles (lower part). Meanwhile, the interface between CSed and SLMed part shows low bonding strength due to the mechanical bonding and limited local metallurgical bonding. However, the CSed Cu after heat treatment shows a large number of equiaxed crystals and twins, which can effectively heal the interface between the deposited particles and make them metallurgical bonding. At the same time, the grain of SLMed Cu grow as columnar and will pass through the boundary of molten pool due to its directional heat dissipation and solidification characteristics, which result into the metallurgical boding at the interface. The samples show the highest bonding strength of 62 MPa, which is 38% higher than the former. The current results demonstrate the feasibility of composite additive manufacturing technology based on cold spraying and selective laser melting forming, and point out a new direction for the rapid realization of large-size, complex structure and high-precision metal components.