Azure Data Lake Storage (ADLS) is a data storage service that allows for the storage of any data sources, while Azure Data Lake Analytics (ADLA) is a big data analytics service for distributed computing. The ADLS solution can store structured or unstructured data of any size, while ADLA enables more efficient data analysis.