This book presents a data analytics approach for battery production systems regarding product quality and energy efficiency in production planning and operation. It incorporates the identification and acquisition of relevant data sources in battery production with the analysis of acquired data. The developed concept has been prototypically implemented in the facilities of the Battery LabFactory Braunschweig and has been applied to three use cases concerning product quality planning, quality gates in production operation and planning of energy efficient processes.