Optimize Pygame performance by controlling frame rates with pygame.time.Clock(), limiting CPU usage, and ensuring consistent gameplay. Implement "dirty rectangles" for efficient redrawing, pre-render static elements, and use sprite groups for better organization and rendering speed. Manage transparency wisely and avoid resource creation in the game loop for enhanced efficiency.