The present invention provides a semiconductor interconnect structure with improved mechanical strength at the capping layer/dielectric layer/diffusion barrier interface. The interconnect structure has Cu diffusion barrier material embedded in the Cu capping material. The barrier can be either partially embedded in the cap layer or completely embedded in the capping layer.