Build data pipelines: extract from CSV/JSON/DB, apply transforms (clean, normalize, encode), load to target. Supports batch and incremental modes. Use when writing a data pipeline, ETL cleaning, loading data into a database, or raw data needs cleaning before analysis or ML training. Do NOT use for running production ETL schedules (generation and local dry-run only).