In response to the globalized trend of sustainable development, this paper discusses the relationship between the carbon emissions of listed companies in Taiwan, their supply chains and the loan details of banks from 2016 to 2020. Author also analyze how its supply chain power, supply chain centrality, upstream and downstream dependencies affect the loan amount and loan interest rate. The empirical results show that there is a significant negative correlation between corporate carbon emissions and the amount of borrowing. Meanwhile supply chain power and upstream dependence are highly significantly and positively affecting borrowing rates. By observing the correlation between carbon emissions and bank loans, it proposes the possibility that listed companies and banks can work together to achieve sustainable development. Furthermore, supply chain power, centrality and dependency are considered as proxy variables of supply chain management.