The invention belongs to the technical field of catering, and discloses a cloud catering platform based on big data feature analysis and an analysis method. The cloud catering platform includes a front-end client, a background management system, and an intelligent analysis service system; Data, specific business goals, selection of different models and algorithms, configuration of different parameter settings, multiple tests and evaluations, and in-depth analysis of the intelligent analysis results of customers' potential consumption dishes and members' consumption habits. The invention solves many problems existing in the existing catering operation. The integrated cloud catering system of the invention enables the restaurant to break through more revenue, lower cost, and higher efficiency, and fully covers queuing, ordering, payment, cashier, report and marketing, etc. function, and let online catering and offline businesses help you quickly complete the establishment and interoperability of multiple business models, and realize resource service sharing.