Stack and heap memory are two types of memory allocation used in programming, where stack memory is used for static memory allocation and local variables, providing fast access, while heap memory is used for dynamic memory allocation, offering more flexibility at the cost of slower access. Understanding the differences and appropriate use cases for stack and heap is crucial for optimizing performance and managing resources effectively in software development.