Your data warehouse has a table called orders. It has columns like amount, status, created_at, and customer_id. Now three people ask "What was Q1 revenue?"

The analyst writes SELECT SUM(amount) FROM orders WHERE created_at BETWEEN '2026-01-01' AND '2026-03-31'. The data engineer adds WHERE status = 'completed'. Finance excludes refunds and trial...