The key components of a modern high-efficiency furnace include the igniter, flame sensor, burners, heat exchanger, and condensate line. These components work together to carefully balance fuel, combustion air, and exhaust gases, resulting in improved efficiency and performance. Regular maintenance and inspection of these components are crucial to ensure optimal operation and prevent costly repairs.