A data lake is an unstructured repository of data that allows for the storage of different data types from different sources. Depending on the requirements, a typical organization will require both a data warehouse and a data lake as they serve different needs and use cases. A data warehouse is a database optimized to analyze relational data coming from transactional systems and lines of business applications. The data structure and schema are defined in advance to optimize for fast SQL queri