The Backend Engineer role at GitLab involves leading backend features from initial concept through to implementation, focusing on the intent-to-code loop. Key responsibilities include building application programming interfaces, developing evaluation systems, and mentoring other engineers within a high-visibility team. Candidates should possess strong Ruby on Rails experience, production exposure to Python, and a robust understanding of API design.