Cache memory is a fast random access memory that bridges the speed gap between the CPU and main memory, allowing quicker data transfer. It helps maintain CPU performance by storing frequently accessed program portions, with multilevel cache organization (L1, L2, L3) enhancing processing speed. The smaller the cache size, the faster its access speed, improving overall system efficiency.