T6-tempered A6061 aluminum alloy sheets were edge joined using electrodeposited copper. Anodic oxidation of the aluminum alloy substrates improved the resulting join strength. This observation is attributed to the nanoanchor effect-mechanical interlocking between the nanoporous structure of anodic aluminum oxides (AAOs) and the electrodeposited copper. A tensile join strength of 214 MPa was obtained when the sheets were joined in an electroplating bath containing thiourea. The microstructures at the AAOs/copper interface were observed using scanning and transmission electron microscopies to elucidate the underlying mechanism of the high join strength. Mechanical strengthening of the electrodeposited copper is necessary for further strengthening of the joint.