Cloud based data analytics solutions have evolved over the past few years to make it much easier to establish data lakes and warehouses for business intelligence (BI) while leveraging artificial intelligence (AI) and machine learning. Cloud solution providers like Amazon provide a wide variety of services that cover data processing, warehousing, storage, real-time analytics, operational analytics, catalogs and the ability to easily incorporate 3rd party data through the use of the Amazon Data Exchange.