This scoping review of 27 studies synthesized evidence on molecular and cellular mechanisms linking SARS-CoV-2 infection in pregnancy to placental damage. The central finding is that infection is associated with perturbations in the ACE2 pathway, inflammatory mediators, and mitochondrial function in placentas.