Officers were called to the shoreline near Beach 17th Street in Far Rockaway just before 8 a.m. Saturday.
When the officers arrived, they found a woman unconscious and unresponsive.
She was pronounced dead at the scene.
Officials say it appears the woman was in her 40s.
There are no signs of trauma on her body, but the medical examiner will determine the cause of death.