Data engineering involves numerous tools–a data lake, databases, data warehouses, numerous APIs, streaming systems, and microservices. There is no shortage of ways to interact with data and manage data, but many companies are struggling to figure out design patterns and best practices for how to manage data and build data infrastructure. Zhamak Dehgani is a