The Analytics Engineer role at Swap involves developing a modern data architecture that supports the entire business through scalable data models and analytics capabilities. Key responsibilities include scaling the dbt project, defining data modeling strategies, and ensuring high standards for data quality and governance. Candidates should possess solid experience in data roles, hands-on dbt and orchestration tool expertise, and strong SQL skills.