The key research questions examined computational and analytical gaps hampering digital marketing strategy, potential of purpose-built machine learning techniques aligned to objectives like conversion lift, suitability of current academic versus commercial solutions and ethical principles governing responsible data usage. Through modular library integration, ensemble architectures, conversational transparency and ROI tracking, this research endeavoured pioneering progress bridging persisting industry challenges.