  In an elegant recent paper \cite{geng2022conway}, Geng and Xia settled the
question of the infinite divisibility of the Conway--Maxwell--Poisson
distribution, using in large part several results from complex analysis. In
this note we show how these complex analytic methods can be circumvented,
thereby giving a proof of their result which is completely elementary.
