Besides using different fuels, what separates diesel engines from conventional engines is the types of oil both require to function properly and prevent damage.
Since diesel engines are larger on average and create more gunk in general operation, their oil has a greater concentration of the relevant additives to prevent issues.
Diesel engine oil typically possesses a higher level of viscosity, which means it pumps at a much lower temperature and takes more heat to start flowing cleanly.