Let p and q be distinct primes, and let Xp,q be the (q + 1)-regular graph whose nodes are supersingular elliptic curves over Fp and whose edges are q-isogenies. For fixed p, we compute the distribution of the ℓ-Sylow subgroup of the sandpile group (i.e. Jacobian) of Xp,q as q → ∞. We find that the distribution disagrees with the Cohen-Lenstra heuristic in this context. Our proof is via Galois representations attached to modular curves. As a corollary of our result, we give an upper bound on the probability that the Jacobian is cyclic, which we conjecture to be sharp.