Hardware-accelerated storage compression is disclosed. In one aspect, prior to writing an uncompressed data block to a storage device, a hardware compression accelerator provided in a storage controller compresses the uncompressed data block into a compressed data block and allocates the compressed data block to a physical data block in the storage device. The hardware compression accelerator then generates a modified logical block address (LBA) to link the uncompressed data block to the compressed data block. In another aspect, the hardware compression accelerator locates a compressed data block based on a corresponding modified LBA and decompresses the compressed data block into an uncompressed data block. By performing hardware-accelerated storage compression in the storage controller, it is possible to reduce processing overhead associated with conventional software-based compression systems and improve compression control over conventional storage-device-driven compression systems.