This document helps personnel that are involved in analytics, data-center modernization, or designing service offerings for data lakes, data warehouses, and modern data stacks to better serve their customers. Modernized infrastructure and data transformation initiatives help IT shops, analytics providers, and data engineers deploy and use modern data stacks. Data analytics becomes more powerful, capable, and relevant to the goals of the organization.