Expert-level guidance on data platform architecture, pipeline design patterns, and engineering rigor. Use when designing data platforms, reviewing Airflow DAGs, working with Polars/DuckDB/dbt, establishing data quality contracts, implementing composable data stacks, or architecting lakehouse solutions with Iceberg.