Disclosed herein are antibodies against ENPP3 and uses thereof, specifically monoclonal antibodies against ENPP3, bispecific antibodies against ENPP3 and CD3, nucleic acids including nucleotide sequences encoding the antibodies, vectors including the nucleic acids, and host cell including the nucleic acids or the vectors. Also disclosed are pharmaceutical compositions and conjugates including the antibodies, and therapeutic methods for using the antibodies.