Scalable architecture refers to the ability of a system to handle increasing amounts of work or to be readily enlarged. In the context of cancer research and treatment, scalable architecture is crucial for processing large volumes of data, integrating diverse data sources, and enabling high-throughput analysis for better understanding and treatment of cancer.