Multi-sensor based agricultural drought framework and index are proposed. GLDAS-2 soil moisture and NDVI datasets are combined with crop phenology. Drought evolution and crop growth should be integrated for impact assessment. The integrated index effectively captures multi-scale droughts. Weekly accumulated drought impact on crop is assessed for the first time.