The schematic structure of federated analytics and the relationship between different sections. The body of this survey mainly contains the fundamentals of federated analytics, a taxonomy of different queries of federated analytics, federated analytics algorithms, applications, and discussions of challenges and opportunities in federated analytics in the presence of cloud-based services.