In this work, we establish the existence of solutions to stochastic differential equations on the Wasserstein space over a closed Riemannian manifold, under suitable regularity assumptions on the driving vector fields. Interpreting the diffeomorphism group as a Riemannian submersion onto the smooth Wasserstein space , we further prove the existence and uniqueness of the stochastic parallel parallel transport along diffusions on . Finally, we show that equivariant diffusions on endowed with a principal bundle structure over admit a unique factorization into a horizontal diffusion and a vertical component expressed as a right exponential of a process taking values in the Lie algebra of the group of volume preserving diffeomorphisms.

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