I've come to internalize the Fourier transform as a type of sparse matrix algorithm. I.e. something that implements a particular matrix-vector product without requiring explicit construction of said matrix.
Do you mean the FFT? I've been trying to wrap my head around the Fourier transform lately, and I can see the matrix connection to an FFT, but not the Fourier transform in general.