How do you design a scalable backtracking system for constraint solving engines?

Use distributed search, constraint propagation, and heuristics.

Large-scale constraint solvers (like SAT solvers) use backtracking combined with constraint propagation, heuristics, and parallel execution to handle massive search spaces efficiently.