Data engineers are experts who make disparate and messy data ready to consume for analytics and intelligent applications. This report outlines the key roles and responsibilities, background experience, skills, and behaviors a candidate needs to succeed as a data engineer. Organizations should use this report to help them create their next data engineer job posting.