Hanqi Zhang 2025. Privacy-Preserving Bid Optimization and Incrementality Estimation under Privacy Sandbox Constraints: A Reproducible Study of Differential Privacy, Aggregation, and Signal Loss. Journal of Computing Innovations and Applications. 3, 2 (Jul. 2025), 51–65. DOI:https://doi.org/10.63575/CIA.2025.30204.