Israelite Bay is a bay and locality of the Shire of Esperance in the Goldfields-Esperance region of Western Australia, located along the …Israelite Bay is a bay and locality of the Shire of Esperance in the Goldfields-Esperance region of Western Australia, located along the Southern Ocean. Except for a small strip in the north-west of the locality, Israelite Bay is completely taken up by the Nuytsland Nature Reserve.