Hadoop is an open-source framework designed to store and process vast amounts of Big Data across clusters of commodity hardware. It brings the power of Distributed Computing to handle complex tasks, making large-scale data analysis accessible. Its core allows applications to work with thousands of nodes and petabytes of data.