What is data engineering? Role Data Engineers, Data Scientists, Data Analysts, Business Analysts,
and Business Intelligence Analysts play in this ecosystem. Data engineering and the key tasks in a
data engineering lifecycle. Data engineering ecosystem, the different types of data structures, file
formats, sources of data, and the languages data professionals use in their day-to-day tasks.