3-5 years of Analytics Engineering / Data Engineering experience. Excel at writing complex SQL pipelines. Experience within a modern data stack (Snowflake, dbt, Fivetran, Prefect, Looker/LookML). Strong foundations in Python, data modeling, and system design. Excellent communication and collaboration skills. Comfort with ambiguity and turning loosely defined problems into technical direction.