Physical distribution challenges in the music industry refer to the difficulties in manufacturing, transporting, and selling physical music formats like vinyl and CDs. These challenges include production delays, shipping costs, inventory management, and securing retail space, impacting artists and labels in reaching consumers through traditional channels.