Niacinamide, a derivative of vitamin B3, can help reduce sebum excretion rates and reduce the appearance of oily skin. A 2017 review found that 100 people who applied topical products with 2% niacinamide experienced significant reductions in sebum production rates after 2-4 weeks of use.