Based on the spot investigation, the Shanghai aquaculture professional cooperatives to establish binary logistic regression model, will aquaculture professional cooperatives in rural the influence factors of industrial convergence will generalize for individual characteristics and resource endowment, cognitive and benefits policy risk forecast and related subsidies and support. The results showed that age, policy understanding, income expectation, risk expectation, government subsidies and training guidance had significant effects on the willingness of aquaculture specialized cooperatives to participate in rural industrial integration. Based on this, the paper puts forward some suggestions, such as cultivating high-quality young talents, increasing the propaganda of rural industrial integration policy, improving the profit of operators participating in rural industrial integration, reducing the risk of operators participating in rural industrial integration, providing tax incentives and financial subsidies, and strengthening the technical training and guidance of industrial integration.