A hybrid cooling system and method of fabrication are provided for a multi-component electronics system. The cooling system includes an air moving device for establishing air flow across at least one primary and at least one secondary heat generating component to be cooled; and a liquid-based cooling subsystem including at least one cold plate, physically coupled to the at least one primary heat generating component, and a thermally conductive coolant-carrying tube in fluid communication with the at least one cold plate. A thermally conductive auxiliary structure is coupled to the coolant-carrying tube and includes a plurality of thermally conductive fins extending from a surface thereof. The plurality of thermally conductive fins are disposed at least partially over the at least one secondary heat generating component to be cooled, and provide supplemental cooling of at least a portion of the air flow established across the multiple components of the electronics system.