  We give a new proof of the so-called Lie algebra version of Jacquet-Rallis's
fundamental lemma for local non-Archimedean fields of characteristic zero. This
proof is local and based on a previous result of W. Zhang on the compatibility
of smooth transfer with a (partial) Fourier transform.
