A dataset of soil moisture measurements collected from on-field tensiometers and volumetric sensors, correlated with irrigation records, weather observations, satellite-derived vegetation indices, and static soil and crop characterisation. Covers an anonymised agricultural area in Trentino, Italy, across three regional consortiums.