Clustering of an equilibrium bipartite correlation is widely observed in
non-critical many-body quantum systems. Herein, we consider the thermalization
phenomenon in generic finite systems exhibiting clustering. We demonstrate that
such classes of systems exhibit the ensemble equivalence between microcanonical
and canonical ensembles even for subexponetially small energy shell with
respect to the system size. Most remarkably, in low-energy regime, the
thermalization for single eigenstate is proven. Our results provide a key
insight into the precise analysis of the eigenstate thermalization via the
clustering property.