The fundamental purpose of a data warehouse is to centralize and store large volumes of data from multiple sources for analysis and reporting. It supports business intelligence by enabling organizations to aggregate data, identify trends, and generate insights to inform strategic decisions. Data warehouses are optimized for query performance, making them crucial for data-driven decision-making processes.