370z Starting Issue

stansens

I agree that due to mileage and only whirring sound that the starter is most likely at fault. A free tip would be to properly clean and tighten battery and starter connections paying attention to starter grounding. If that doesn't work try new starter or have the starter tested (which requires removal but gives you 2nd opinion before buying one). Good luck and hope that helps.