Data Quality & Validation Framework

dbt tests covered schema, freshness, uniqueness, and referential integrity for warehouse models. A Python validator layer ran configurable pre-load checks on raw batches — nulls, ranges, cardinality, and business rules — surfacing violations to Grafana dashboards and Airflow alerts before bad data reached downstream consumers.