Phase information refers to the component of a wave that describes the position of a point in time on a waveform cycle, crucial for understanding interference, signal processing, and wave propagation. It enables the reconstruction of signals and images, providing depth and dimensionality in various applications such as optics, acoustics, and telecommunications.