With the evolution of manufacturing industry, traceability is becoming one of the fundamental elements of the modern and sustainable manufacturing processes. However, the traceability information platform under a collaborative and integrated manufacturing environment has not been sufficiently addressed. In this paper, the general architecture of a traceability information management platform is proposed for the manufacturing application scenarios, which consists of three hierarchical layers: object configuration and data collection layer, data management layer, as well as data analytics and application layer. The platform is designed for real-time information capturing and integration and to establish the data foundations for potential applications in data-driven decision-making and process optimization. The proposed solution has been implemented in a textile dyeing production line, and realised manufacturing data collection and management with product traceability services, which showed the feasibility and significance of the proposed framework.