Abstract Data-driven optimization has found many successful applications in the real world and received increased attention field of evolutionary optimization. Most existing algorithms assume that data used for are always available on a central server construction surrogates. This assumption, however, may fail to hold when must be collected distributed way subject privacy restrictions. paper ai...