Data models serve an essential purpose in database design by providing a structured framework for defining the organization, relationships, and constraints of data within a system. They help in visualizing data elements and their interactions, enabling developers to create efficient and coherent databases. By utilizing various types of data models, such as relational, entity-relationship, or NoSQL, organizations can ensure data integrity and optimize query performance. Ultimately, well-designed data models facilitate effective data management and retrieval.