The best explanation for why energy transfer in a food web is described as a pyramid is: Energy is lost at each trophic level, with less energy available to organisms higher up in the pyramid.
This reflects the idea that as energy moves through the food web, only a fraction of the energy (typically about 10%) is transferred from one trophic level to the next, resulting in a pyramid shape that illustrates the diminishing energy available to higher trophic levels.