This research investigates the removal of methylene blue dye from aqueous solutions using a composite made of polyvinyl alcohol (PVA), sodium alginate (SA), and kaolin. Characterization techniques such as FT-IR, XRD, TGA, and SEM confirm the effectiveness of the composite as an adsorbent, with adsorption kinetics best fitting a pseudo-second-order model and isotherms aligning with the Freundlich model. The study concludes that the PVA/SA/kaolin composite is a promising, cost-effective solution for dye removal in wastewater treatment.