Spring potential energy is the stored energy in a compressed or stretched spring, calculated based on the displacement of the spring from its equilibrium position. This form of energy is crucial in understanding how mechanical systems operate, as it can be converted into kinetic energy when the spring returns to its original shape. The relationship between force, displacement, and energy storage in springs underlies many principles of energy conservation.