Spectral Subtraction is a noise reduction technique commonly used in audio signal processing to enhance speech signals by estimating and subtracting the noise spectrum from the noisy signal's spectrum. It is particularly effective in environments with stationary noise, but can introduce artifacts known as 'musical noise' if not carefully implemented.