He has played drums in a number of bands, including Scandal, Billy Idol, Blue Öyster Cult, and Joan Jett and the Blackhearts, and is an in-demand session drummer.

He performed on the band's Warrior album, before moving on to work with Billy Idol.

In 1986, he started drumming for Joan Jett and the Blackhearts, and he was a member of the band for over 28 years.

On the side, Price formed the band Price/Sulton with his childhood friend and music partner Kasim Sulton.

They recorded an EP, Sex, Drums & Rock ’n’ Roll, and some of their songs were featured in the soundtrack of Sweet Life, a film with Joan Jett.