Expanding on other kinematic studies of clustering buoyant tracers, we include simple temporal structure in the carrying velocity fields • We utilize global measures of clustering, as well as a cluster tracking algorithm, to compare the process quantitatively between models • Our results show the sensitivity of clustering to distortions of time structure, which can inform future studies in dynamical contexts