This is a dataset for the case study of the paper "Optimizing Fixture Layout for Compliant Part Assembly: A Kriging-based Metaheuristic". In this paper, we propose an efficient algorithm based on the large neighborhood search framework and the Kriging metamodel to optimize the fixture layout for compliant part assembly in the shipbuilding industry.