Is diesel-rated oil different from regular motor oil?

Yes. Diesel engine oils like Valvoline Heavy Duty 15W-40 carry higher detergent and anti-wear additive packages suited to diesel combustion and heavier loads. Don't substitute it for a gasoline engine that specifies a lighter synthetic grade unless the manual approves it.