Edge devices in IoT architectures play a critical role in processing and managing data closer to the source of data generation. They can perform initial data analysis, reducing latency and bandwidth usage by filtering and transmitting only necessary data to the cloud or central systems. This decentralized approach enhances the responsiveness of IoT applications, enables real-time analytics, and improves overall system efficiency.