We study invertible phases protected by non-onsite symmetries carrying nontrivial lattice anomaly indices. While lattice anomalies are usually viewed as obstructions to symmetric short-range-entangled (SRE) states, we show that anomalous lattice symmetries can nevertheless admit invertible phases that are not SRE, and can moreover shift the set of symmetry-compatible invertible phases. In particular, we consider a fermionic symmetry in (2+1) dimensions. For an onsite symmetry, symmetric invertible phases have integer chiral central charge , whereas a non-onsite symmetry with nontrivial lattice anomaly index obstructs all such phases despite having trivial continuum 't Hooft anomaly. We resolve this by constructing an exact exponentially quasi-local symmetry of a superconductor with . We compute its lattice anomaly, and find that the symmetry indeed forbids invertible states. The allowed invertible phases are consequently shifted to . By gauging the fermion parity of the superconductor, one obtains an Ising topological order enriched by a symmetry. We describe the corresponding symmetry structure in terms of a fusion 2-category. We further show that the state admits an enlarged non-onsite symmetry, providing an analogue of fractional quantum Hall response in an invertible phase. This non-onsite symmetry again forbids Chern insulators carrying , while being compatible with invertible states with . This result motivates a systematic study of new classes of invertible phases and spin liquids enriched by non-onsite symmetries.

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