BERTMap is an open-source toolkit that applies BERT sequence-encoding models to automatically map or align concepts across schemas and ontologies, improving data integration and downstream data-quality tasks. It is aimed at data engineers and researchers who need accurate semantic matching of terms in large knowledge bases.