It's unclear what "Revenue" in the Analytics > Reporting > All Sales report refers to. Does it refer to gross sales (sales without refunds deducted) or net sales (sales with refunds deducted)?

Or even better, use three columns 1) Gross Sales 2) Refunds 3) Net Sales in the report.