Non-uniform sampling is a technique where samples are taken at irregular intervals, which can be beneficial in capturing signals with varying frequencies or reducing data size without significant loss of information. This approach is particularly useful in applications like compressive sensing and adaptive signal processing, where flexibility in sampling can lead to more efficient data representation and analysis.