We study conserved stochastic sandpiles (CSSs), which exhibit an active-absorbing phase transition upon tuning density . We demonstrate that a broad class of CSSs possesses a remarkable hydrodynamic structure: There is an Einstein relation , which connects bulk-diffusion coefficient , conductivity and mass-fluctuation, or scaled variance of subsystem mass, . Consequently, density large-deviations are governed by an equilibriumlike chemical potential where is the activity in the system. Using the above hydrodynamics, we derive two scaling relations: As , being the critical density, (i) the mass-fluctuation with and (ii) the dynamical exponent , expressed in terms of two static exponents and for activity and correlation length $\xi \sim \Delta^{-\nu_{\perp}}$, respectively. Our results imply that conserved Manna sandpile, a well studied variant of the CSS, belongs to a distinct universality

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