PLSandO is an R package for advanced multivariate modeling. It implements PCA, PLS, and PLS-DA, with specialized support for multi-block (MBPCA, MBPLS, MBPLSDA) and multilevel data. The package is built to handle various data scales and dimensions, facilitating seamless exploration, validation, and interpretation in a single tool.