AI-Augmented Marketing Mix Optimization: A Cloud-Native Machine Learning Architecture for Secure Digital Advertising Analytics on SAP HANA. IJCTEC. 2025;8(5):11463-11472. doi:10.15680/IJCTECE.2025.0805022