Both victims died at the scene at a Kroger grocery store on the outskirts of Louisville, Kentucky.
The police chief did not say whether police had determined a motive in Wednesday's shooting.
The suspect fired multiple rounds at a man inside the store, and shot a woman multiple times in the parking lot.