Device (10) for transferring containers (2) from a feed rail (9) to a rotary star wheel (3). The device (10) has a transfer wheel (11) provided, on its periphery, with a plurality of recesses (12) for engaging containers (2) under their neck (7) and moving the containers (2) along a transfer path (15) extending from a loading point (13) at an end of the feed rail (9) to an unloading point (16) at the periphery of the rotary star wheel (3). Also included is a guiding member (18) having a flat lower surface (19) extending at least partly above the transfer path (15) at a distance from the transfer wheel (11) substantially equal to the height of the container neck (7).