Linked point-of-sale and payroll records from 20,000 U.S. firms show tip income is a near-constant share of revenue, while firms starting to collect tips offset 23–33 cents per dollar through lower base wages. A calibrated model implies tipping can benefit workers and firms where customers tend to tip.