ἀe 20th National Congress of the Communist Party of China put forward the great era proposition of Chinese-style modernization, which is very diḀerent from the modernization driven by Western-centrism with capital-driven class antagonism as the core, Chinese-style modernization is the modernization of promoting the all-round development of people under Marxist thought, and the rule of law is an important guarantee for Chinese-style modernization in this process. Especially under the severe background of the unprecedented major changes in a century and the superposition of the world epidemic, Guangdong private enterprises have more or less illegal and even criminal business activities in the face of the iterative upgrading of the national economy and the rapid development of society. How to eḀectively protect them in criminal justice and promote the sustainable development of private enterprises in Guangdong is an important proposition that needs to be solved urgently in the ᴀeld of Chinese-style modern rule of law. Based on the relatively mature leniency system for guilty pleas and punishment and the compliance practice of enterprises in China, explore the path of connection and optimization of the two, so as to provide a strong legal guarantee for building an excellent business environment under the rule of law in Guangdong and comprehensively promoting the practice of Chinese-style modernization in Guangdong.