This article aims to explore the impact and mechanism of creative quality based productive dynamic on corporate sustainability-driven innovation performance. Firstly, taking companies listed on the A-share market as the subject of study, the fixed effects model, mediator model, and interaction effect model are used to empirically investigate the effect of creative quality based productive dynamic on corporate sustainability-driven innovation performance; Then, by introducing digital metamorphosis and government financial subsidies as mediating and moderating variables, the inner workings of the effect of creative quality based productive dynamic on corporate sustainability-driven innovation performance was deeply explored. This article also conducted heterogeneity analysis of regional and corporate nature to comprehensively reveal the effects of creative quality based productive dynamic in different contexts. Research has found that creative quality based productive dynamic substantially enhances the eco-centric solutions performance of enterprises, and digital metamorphosis plays a intervening role in the process of improving the eco-centric solutions performance of enterprises through creative quality based productive dynamic. Government financial subsidies positively regulate the process of improving the eco-centric solutions performance of enterprises through creative quality based productive dynamic. The heterogeneity analysis results show that the contribution of creative quality based productive dynamic to the eco-centric solutions performance of enterprises is more significant in different regions, as well as in state-owned enterprises, which helps to promote the development with cross-sectoral alignment of eco-centric solutions between regions and enterprises.