Bayesian compressive sensing/sampling is a very efficient analytic and simulation method for modelling spatial geo-data from sparse measurements, to quantify reliability and uncertainty, and to optimize site characterization. This provides principles with software for graduate students, and geotechnical or environmental engineers.