Before revision:  We illustrate applications of our bootstrap methods to robust inference in demand analysis, robust inference in extended gravity analysis, uniform confidence bands for density estimation with network data, and penalty choice for \ell_1-penalized regression under multiway cluster sampling .
After revision:  We illustrate applications of our bootstrap methods to robust inference in demand analysis, robust inference in extended gravity analysis, uniform confidence bands for density estimation with network data, and penalty choice for \ell_1-penalized regression under separate exchangeability. Extensive simulations demonstrate precise uniform coverage rates. We illustrate by constructing uniform confidence bands for international trade network densities .