2025. A Hybrid Algorithm for Scalable Friend Recommendation in Large-Scale Social Networks: A Hybrid Algorithm for Scalable Friend Recommendation. Academic Journal of International University of Erbil. 2, 03 (Jul. 2025), 347–361. DOI:https://doi.org/10.63841/23576.