to try to economize on the use of something; to fail to use enough of something. Please don't scrimp on the quality of the food. There is enough money. You don't have to scrimp on anything.
To consume something sparingly in order to conserve it, or be frugal when buying something in order to save money: When my salary was cut, I had to scrimp on food in order to pay my rent.