The better the soil, the better the chance you'll receive Shining crops. You can buy fertilizer from Marimba Farm to increase the quality of your soil. The quality of soil also affects the speed at which the crop matures.
Meaning that if the fertilizer is increasing the soil quality it can help get better quality crops which will increase their value. However if the soil quality is already at its best adding more fertilizer probably won't do any good.