Perform critical tests on all outbound data. Run data quality profiling for accuracy, completeness, timeliness, uniqueness, validity, consistency on raw and reporting data. Follow a golden runbook for validation, run rollbacks exist for bad loads. Run RCA for data quality incidents. Work