Developing new quality productivity requires promoting industrial upgrading and digital transformation, therefore digital transformation is an important engine of new quality productivity. The digital transformation of enterprise entities embedded in dual networks requires full utilization of social networks to acquire relational resources and external knowledge and resources through knowledge network embedding. The role of dual network embedding mechanism in enterprise digital transformation through literature review was discussed. It is found that social network embedding weakens the relationship between digital technology and digital transformation. Knowledge network embedding will strengthen the relationship between digital technology and digital transformation. Finally, research prospects on the integration of digital transformation and dual network structures are proposed.