Doubly-efficient private information retrieval (DEPIR) enables sublinear per-query work (in the database size ) for both client and server, while requiring no client state. Despite its theoretical promise, single-server DEPIR exhibits a prohibitive concrete efficiency gap: for , the state-of-the-art construction (Eurocrypt '25) requires a 733TB server state and over online RAM/Disk reads, rending it infeasible to execute. This paper advances single-server DEPIR towards practicality through a series of algorithmic innovations. Compared with the state-of-the-art, we achieve a 4 orders of magnitude reduction in server state and a 6 orders of magnitude reduction in query time. In particular, for the same level database (), querying elements in a single batch requires only 171GB of server state and online RAM/disk reads, yielding a 112s total query time and a 21ms amortized query time.