Memory coalescing is an optimization technique used in parallel computing, particularly in GPU architectures, to reduce memory access latency by combining multiple memory requests into a single transaction. This enhances the efficiency of memory bandwidth usage and improves overall performance by aligning data accesses with the hardware's memory architecture.