The author Arhaan Goyal is a student of Jayshree Periwal International School, Class of 2025, and can be reached at arhaangoyal[at]gmail.com. This paper below explores the fundamental concepts and applications of the Fourier Transform, a convolution tool in mathematics, physics, and engineering. By establishing the connection between