2025. AI-Augmented Marketing Mix Optimization: A Cloud-Native Machine Learning Architecture for Secure Digital Advertising Analytics on SAP HANA. International Journal of Computer Technology and Electronics Communication. 8, 5 (Sep. 2025), 11463–11472. DOI:https://doi.org/10.15680/IJCTECE.2025.0805022.