Graph sparsification is a technique used to create a sparse graph that approximates a given dense graph while preserving its essential properties, such as cut sizes or spectral structure. This process significantly reduces the complexity of computations associated with large-scale graphs while maintaining their key characteristics for efficient analysis and processing.