This is a vignette for the R package tempted, which implements the statistical method TEMPoral TEnsor Decomposition (TEMPTED). The goal of TEMPTED is to perform dimensionality reduction for multivariate longitudinal data, with a special attention to longitudinal mirobiome studies.