Exposure to LLM-driven analytics patterns — text-to-SQL, RAG over metrics, or metric grounding for AI.Streaming experience: Kafka, Kinesis, or Pub/Sub — for real-time vitals and alerts. Strong Python and SQL.Production experience with a modern cloud warehouse (Snowflake, BigQuery, or Databricks).Hands-on dbt and dimensional or semantic-layer data modeling experience.