Hadoop uses HDFS, a distributed file system that provides high throughput access to application data. It splits large files into smaller blocks and distributes them across multiple nodes in a cluster. This ensures data redundancy and fault tolerance, which are critical in managing epidemiological data that can be voluminous and complex.