This paper considers distributed statistical inference for general symmetric statistics in the context of massive data with efficient computation. Estimation efficiency and asymptotic distributions are provided, which reveal different results between nondegenerate degenerate cases, show number subsets plays an important role. Two bootstrap methods proposed analyzed to approximation underlying d...