A variogram is a fundamental tool in geostatistics that quantifies the spatial correlation of a set of spatial data points by describing how the data similarity decreases with distance. It is crucial for modeling spatial variability and is used to optimize the interpolation of values in spatial fields, such as in kriging techniques.