We present deep Chandra observations of A3411-12, a remarkable merging cluster that hosts the most compelling evidence for electron re-acceleration at cluster shocks to date. Using the Y X − M scaling relation, we find r 500 ∼ 1.3 Mpc, M 500 = (7.1 ± 0.7) × 10 14 M , kT = 6.5 ± 0.1 keV, and a gas mass of M g,500 = (9.7 ± 0.1) × 10 13 M . The gas mass fraction within r 500 is f g = 0.14 ± 0.01. We compute the shock strength using density jumps to conclude that the Mach number of the merging subcluster is small (M ≤ 1.15 +0.14 −0.09 ). We also present pseudo-density, projected temperature, pseudopressure, and pseudo-entropy maps. Based on the pseudo-entropy map we conclude that the cluster is undergoing a mild merger, consistent with the small Mach number. On the other hand, radio relics extend over Mpc scale in the A3411-12 system, which strongly suggests that a population of energetic electrons already existed over extended regions of the cluster.