This paper describes use cases and their technical solutions for implementation of predictive maintenance solutions in the biopharmaceutical manufacturing environment. Predictive maintenance is a significant component of smart maintenance which comprises extra elements such as smart use of computerized maintenance management software (CMMS), digital twin technology etc.