A computer-implemented method, system, apparatus, and article of manufacture for memory overload management. The method includes: collecting memory application information of at least one node of a computer system that is implementing the method; predicting a memory overload period and an overload memory size of a first node where memory overload will occur based on the memory application information; and scheduling a memory space according to the memory overload period and the overload memory size.