Several factors influence the cost of batteries. These include the price of raw materials like lithium, cobalt, and nickel, which are essential for battery production. Additionally, technological advancements play a crucial role in reducing costs through improved efficiency and scalability. Manufacturing processes and economies of scale also contribute to cost variations.