Hi welcome to the forum!
Are you hearing the fuel pump priming every time you move the key to the RUN position and before you start the engine (only dashboard light on)?.
Even when your symptoms point to a dying fuel pump I would replace the fuel pump relay first (located in the fuse box under the engine), before replacing more expensive things.
Oscar.