Introduction.- Basics of data-driven surrogate modeling.- Physics-based surrogate modeling.- Design-oriented modeling of high-frequency structures.- Triangulation-based constrained modeling.- Nested kriging modeling.- Feature-based constrained modeling.- Variable-fidelity performance-driven modeling.- Constrained modeling for efficient multi-objective optimization.- Warm-start design optimization.- Summary and conclusion.