Introduction: The Transformation of Industrial Spare Parts in the Age of Digitalization In the wave of digital transformation, industrial automation spare parts are undergoing a profound shift from "passive replacement" to "active prediction." According to McKinsey's latest research report, manufacturing enterprises adopting intelligent spare parts can reduce maintenance costs by 35% on average an...