We present an asymptotically optimal (epsilon, δ)-private mechanism for answering multiple, adaptively asked, ∆-sensitive queries, settling the conjecture of Steinke and Ullman [2020]. Our algorithm adds independent noise of bounded magnitude to each query, while prior solutions relied on unbounded noise such as the Laplace and Gaussian mechanisms.