Color subsampling is a technique used in video and image compression to reduce the amount of data needed by encoding color information at a lower resolution than brightness information, exploiting the human eye's greater sensitivity to luminance over chrominance. This method significantly reduces file sizes while maintaining perceived image quality, making it essential for efficient media storage and transmission.