This study explores the mechanisms behind the removal of Escherichia coli in unplanted sand drying beds using Moringa Oleifera (MO) as a natural conditioner. A comprehensive model predicting the bacterial removal rate (Ko) was developed by examining factors like adsorption, diffusion, filtration, solar radiation, temperature, and MO conditioning. Field experiments were conducted at the University of Dar es Salaam's dewatering facility, involving different sand bed configurations and operating conditions. The data showed a non-normal distribution of fecal sludge characteristics, necessitating non-parametric statistical tests. Adsorption, diffusion, and filtration accounted for 64.3% of bacterial removal, while MO conditioning contributed 34.7%. Solar radiation and temperature had negligible effects and were excluded from the model. The kinetic model for Ko was formulated as Ko = 1.5 * 10− 6 * (µ/d) * (T/µ)0.66 * (t)−0.33 + 5.54/(tCn), involving sludge viscosity, particle diameter, temperature, contact time, MO concentration, and dilution factor. The model showed strong correlation (R²=0.8526) with experimental data when validated. The study highlights MO's efficacy as a sustainable, eco-friendly conditioner for enhancing bacterial removal in fecal sludge treatment.