7+ years in data engineering, analytics, or BI roles Strong experience designing and implementing data lakes or warehouses from scratch Expertise with SQL and modern data warehouse/lakehouse technologies (Snowflake, BigQuery, Redshift, Delta Lake, etc.) Strong Python engineering skills, or proven willingness to quickly ramp into Python async patterns, FastAPI, and Celery-based architectures Experience with ETL/ELT frameworks, pipeline orchestration, and API-based ingestion Familiarity with attribution, experimentation, or marketing analytics concepts Excellent communicator with ability to bridge technical and business teams