Database Autonomy Service (DAS) is a cloud service that implements self-perception, self-repair, self-optimization, self-O&M, and self-security of databases based on machine learning and expert experience. DAS eliminates the complexity of database management and service failures caused by manual operations, and ensures the stability, security, and efficiency of database services.