Union-Find Fails at Web-Scale Entity Resolution

Entity resolution with union-find clustering breaks at hundreds of millions of noisy records. The problem shifts from a clean graph exercise to a probabilistic system involving data quality, correction workflows, and trust. Engineers must move beyond simple threshold-based matching for production-scale systems.