-- department_stats headcount must match a direct COUNT(*) from employees. -- Returns rows where the incremental result diverges from the ground truth. WITH ground_truth AS ( SELECT department_id, COUNT(*) AS headcount, SUM(salary) AS total_salary FROM {{ ref('stg_employees') }} GROUP BY department_id ), stream AS ( SELECT department_id, headcount, total_salary FROM {{ ref('department_stats') }} WHERE headcount > 0 ) SELECT g.department_id, g.headcount AS expected_headcount, s.headcount AS actual_headcount, g.total_salary AS expected_salary, s.total_salary AS actual_salary FROM ground_truth g LEFT JOIN stream s USING (department_id) WHERE s.department_id IS NULL OR g.headcount <> s.headcount OR g.total_salary <> s.total_salary