Data lakes store raw, unprocessed data for flexible exploration, real-time analysis, and to disburden data warehousing. Data warehouses organize structured data for business reports, quick access to specific information, and analyzing historical trends. Choosing between them depends on data types, goals, budget, and skills, as there is no one-size-fits-all solution in data storage.