Topological phases of quantum materials share deep ties with lattice field theory and the lattice realization of light relativistic fermions which are essential to QCD simulations. In this talk, I review the common thread between lattice QFT and topological materials and elaborate on the possibility of further cross-pollination of ideas from these two areas of research.