Biopharmaceutical drugs or biologics are complex molecules, such as therapeutic proteins serving patients to treat a wide variety of clinical indications, including cancers, autoimmunity/inflammation, exposure to infectious agents, and genetic disorders. In manufacturing of such biologics drugs using cell culture, there are wide range engineering challenges across the industry independent of type of therapeutic protein made.