A rocket launch released gases high into the atmosphere and caused a large region where the number of free electrons dropped sharply. We combined satellite measurements, ground observations, and simulations to reveal the three-dimensional shape and evolution of this electron loss for the first time. The depletion formed quickly, expanded as the gases spread, and then slowly recovered. These results help us understand how frequent launches briefly disturb the space environment above Earth.