The link only uses Euler integration for the diffusion (advection is semi-Lagrangian), and in graphics you never use very much diffusion anyway, because highly diffusive fluids are boring. In fact, when using this particular technique, it's not uncommon to set diffusion to 0, since the multilinear interpolation used in the advection step tends to introduce a fair amount of diffusion.