Data-driven cleaner production strategy for energy-intensive manufacturing industries: Case studies from Southern and Northern China

•A data-driven cleaner production strategy is proposed for energy-intensive industries.•The data-driven strategy is explained by the cleaner production data lifecycle.•The implementation models are developed to illustrate the proposed strategy.•The effectiveness of the proposed strategy is discussed for companies in China.