As the materials for battery production are quite expensive, high quality and precision standards play a major role in battery production. To ensure a low scrap rate and to meet safety standards, extensive quality assurance measures need to be taken. Possible approaches to address these include metrology by using state-of-the-art sensor technology and data-driven approaches - the core topics of this session.