Tapering off Suboxone involves gradually reducing the dosage over a period of time to minimize withdrawal symptoms and allow the body to adjust to lower levels of the medication. Quitting cold turkey, on the other hand, involves abruptly stopping Suboxone without tapering, which can lead to more severe withdrawal symptoms and increase the risk of relapse.