A first memory die includes an array of first memory stack structures and first bit lines. A second memory die includes an array of second memory stack structures and second bit lines electrically connected to a respective subset of the second drain regions. A support die is provided, which includes a peripheral circuitry for operating the array of first memory stack structures and the array of second memory stack structures. The peripheral circuitry includes a plurality of sense amplifiers configured to make switchable electrical connections to a set of bit lines selected from the first bit lines and the second bit lines. The first memory die is bonded to the support die, and the second memory die is bonded to the first memory die. The peripheral circuitry in the support die may be shared between the first memory die and the second memory die.