One embodiment provides a system which facilitates data management. During operation, the system receives, by a first memory device, data to be written to a first non-volatile memory of the first memory device and to a second non-volatile memory of a storage drive distinct from the first memory device. The system performs, by the first memory device on the received data, a compression operation and erasure code (EC)-encoding to obtain a compressed EC codeword. The system initiates a first write operation and a second write operation in parallel, wherein the first write operation comprises writing a first part of the compressed EC codeword to the first non-volatile memory, and wherein the second write operation comprises writing the first part of the compressed EC codeword to the second non-volatile memory.