Pregnancy loss, encompassing miscarriage/spontaneous and induced abortion, has substantial physical and mental health consequences for women. However, population-level evidence on its occurrence in Bangladesh remains limited, with most data derived from reports and small-scale community-based studies. Here we provide population-level estimates of pregnancy loss and examine associated factors in rural Bangladesh.