Supply Voltage Scaling is a power management technique used in digital circuits to reduce energy consumption by lowering the supply voltage, which decreases power quadratically while maintaining performance within acceptable limits. It is crucial for extending battery life in portable devices and for reducing heat generation in high-performance computing systems.