We consider zero temperature packings of soft spheres, that undergo a jamming to unjamming transition as a function of packing fraction. We compare differences in the structure, as measured from the contact statistics, of a finite subsystem of a large packing to a whole packing with periodic boundaries of an equivalent size and pressure. We find that the fluctuations of the ensemble of whole packings are smaller than those of the ensemble of subsystems. Convergence of these two quantities appears to occur at very large systems, which are usually not attainable in numerical simulations. Finding differences between packings in two dimensions and three dimensions, we also consider four dimensions and mean-field models, and find that they show similar system size dependence. Meanfield critical exponents appear to be consistent with the 3d and 4d packings, suggesting they are above the upper critical dimension. We also find that the convergence as a function of system size to the thermodynamic limit is characterized by two different length scales. We argue that this is the result of the system being above the upper critical dimension.A starting point for characterizing the structure of ordered materials are their microscopic subunits, or building blocks. Crystalline materials, in their ground state, are defined by a single unit cell repeating throughout the system. Quasicrystalline materials, while aperiodic, still have a rather small number of building blocks. In the case of disordered materials, each subsystem is different because of geometrical frustration, and the multiplicity of different subsystems is huge [1]. Nonetheless, it is interesting to ask, how different is a subsystem from the whole packing it composes? This question addresses, in part, the effect of boundaries, correlations in the structure, and multiplicity of ground states.In this paper, we ask this aforementioned question in a commonly studied model for amorphous solids: disordered packings of soft spheres at zero temperature [2][3][4]. This model undergos a rigidity transition, as a function of the packing fraction [5]. We compare the ensemble of subsystems cut out from large packings, to the ensemble of whole systems of the same volume with periodic boundary conditions (Fig. 1). Recently it has been found that the contact statistics possess unusual long range correlations near the transition [6]. We therefore focus on contact fluctuations to compare the two ensembles.While we expect convergence of the two ensembles for large enough systems, the system size V * for which these converge appears to be in many cases well beyond that accessible via simulations. For system sizes smaller than V * , fluctuations in contacts are significantly smaller in systems with periodic boundary conditions. When approaching the jamming transition this disparity grows, and V * appears to diverge, suggesting that it is associated with a diverging length scale. To study convergence * danielhe2@uchicago.edu to the thermodynamic limit we measure the contact fluctuations i...