What this role is about
Cloud data pipelines and warehouse modeling dominate most Data Engineer roles. SQL and Python remain the core day-to-day implementation skills. Airflow, dbt, Spark, and cloud warehouses show a modern stack bias. Machine learning appears often enough to support analytics and AI-adjacent work. Roles span ingestion, transformation, reliability, and stakeholder-facing data products.