Classical approaches to experimental design assume that intervening on one unit does not affect other units. There are many important settings, however, where this noninterference assumption hold, as when running experiments supply-side incentives a ride-sharing platform or subsidies in an energy marketplace. In paper, we introduce new approach large-scale stochastic systems with considerable c...