This project explores whether core functions of commercial advertising analytics—such as campaign prediction, performance visualisation, and optimisation—can be replicated using only open-source tools and synthetic data. The result is a fully interactive dashboard that integrates machine learning, interpretability tools, and user-centric design to offer a free and transparent alternative for advertisers and researchers.