Monolithic adsorbents are used to achieve the intensification of adsorption-based separation processes. The ideal monolith assumption, wherein the monolith is assumed to be composed of identical channels, is often made while modelling monolith adsorbent columns. However, the monolith production processes invariably introduce certain non-uniformities in channel size and adsorbent loadings. Such non-uniformities tend to broaden the breakthrough curve. The ideal monolith assumption, therefore, results in a sharper concentration front than what is experimentally observed. The mass transfer coefficient is often artificially reduced to match the broad experimental breakthrough curve. At the same time, to reasonably predict the fullcycle performance, the true mass transfer coefficient has to be used; this implies that different intrinsic parameters are needed to explain the same physical process. The present article aims to addresses this inherent inconsistency by taking into account the structural non-uniformities. A monolith consisting of corrugated channels has been used as a case study to illustrate this approach. All the monolith channels have been assumed to be grouped into different 'types', with each type corresponding to a particular channel size and adsorbent loading; this implies that the overall breakthrough curve has been assumed to be a combination of several breakthrough curves. By taking into account the structural non-uniformities and flow maldistribution, it has been shown that the true mass transfer coefficient can reasonably predict both the breakthrough and full-cycle performance. For the investigated case study, the fullcycle predictions via this approach were within ±2.5 % of the experimental observations. Additionally, by accounting for the additional dispersion caused by channel non-uniformities, predictions are closer to the experimental observations at high throughput, as compared to the ideal monolith approach with true mass transfer coefficient. Since the primary application of monolith columns is in the intensification of adsorption processes, it becomes imperative to account for channel non-uniformities.