In the age of modern information technology, information security is a big concern. Steganography is a potent technology that can be used to embed secret data into photos, videos, or audio files without drawing suspicion. It is one of the creative arts of making communication invisible by hiding the information behind the other information or inside the other. Stego” means “Cover”, and “Grapy” means “Writing. Here, a new image steganographic technique of Steganography is proposed. First, we find out the fringes of an image in which we must hide data randomly without affecting or making any changes to the smoother region. The Canny Edge Detection algorithm calculates the cover image's fringe.