Natural products are a promising class of compounds for drug discovery which is steadily becoming a crucial focus for biomedical research, thanks to their structural diversity, potency and selectivity in biological pathways. However, the best practices for molecular featurization of natural products is still an open question, given how different they are from typical drug-like molecules, thus limiting their use in cheminformatics applications.