Soil moisture has high heterogeneity in areas with marginal agricultural farms. Traditional models do not account for these changes. This study implements a new land model for farm-scale soil moisture first time in India. We enhanced it with depth-varying soil properties and identified their importance for estimating soil moisture across depths and seasons. The modified model improves deep-layer soil moisture at 30 m resolution, with temporal changes consistent with coarse-resolution products.