This chapter explores the role of cryoprotective agents (CPAs) in the cryopreservation of cells, with a particular focus on those relevant to cell therapy. It provides an overview of new classes of CPAs, including nanomaterials, metabolites, and polymers. In addition, the chapter highlights innovative research strategies used to discover novel CPAs, such as modeling and machine learning.