An implantable prosthetic valve can include a radially expandable and collapsible annular frame having an inflow end and an outflow end. A leaflet structure can be positioned within the frame. An annular inner skirt can be positioned around an inner surface of the frame, wherein the inner skirt includes an outflow edge portion secured to the frame and an inflow edge portion that wraps around the inflow end of the frame and extends at least partially along an outer surface of the frame, with the inflow edge portion being secured to the frame. An outer skirt can be positioned around the outer surface of the frame, wherein the outer skirt comprises an outflow edge portion secured to the frame and an inwardly folded inflow edge portion that is secured to the inflow edge portion of the inner skirt.