Provided herein are cannabinoid analogs, including halogenated cannabinoid analogs, hydroxylated cannabinoid analogs, deuterated cannabinoid analogs, and tritiated cannabinoid analogs. The cannabinoid analogs can be prepared by partial or total expression in modified host cells, such as recombinantly modified yeast cells, optionally in combination with chemical synthetic steps.