Caballero started skating at 13, and three years later he was sponsored by the Campbell Skatepark. Later that year Caballero came under the wing of skating legend Powell Peralta. Caballero and Peralta's partnership still endures.
Caballero has been featured on the cover of Thrasher Magazine and several other publications, and he has done several tours as a skater.