Gross sales, net sales, total sales and deposits are four different numbers. Your dashboard shows one, your accountant uses another.
Your Shopify dashboard says you did $1,982,000 last month. Your accountant's P&L says $1,850,000. Your bank saw $1,791,400 arrive. Nobody made a mistake.
Shopify reports at least four different revenue figures and does not make it obvious which one you are looking at. Your P&L uses a fifth definition, governed by accounting rules rather than by what is convenient to display on a dashboard. Reconciling them is a twenty minute exercise once you know the order the subtractions happen in.
Gross sales. Every order placed, at full price, before anything is subtracted. Discounts are not removed. Returns are not removed. This is the largest number Shopify will show you and the least useful one.
Discounts and returns. Shown as separate deductions rather than netted into the line above.
Net sales. Gross sales minus discounts minus returns. This is the number that belongs in your P&L as revenue. It excludes shipping and taxes.
Total sales. Net sales plus shipping charged to the customer, plus taxes collected, plus tips. This is usually the headline figure on the dashboard, and it is the one people quote in board decks. Taxes are not revenue. You are holding them for a government.
Then, outside Shopify entirely, settled deposits: what actually cleared into your bank, after payment processing fees, chargebacks, and the two to three day settlement lag that straddles every month boundary.
| Line | Amount | Where it lives |
|---|---|---|
| Gross sales | $1,982,000 | Shopify Analytics |
| Less discounts | ($84,000) | Codes and automatic discounts |
| Less returns | ($48,000) | Refunds settled within the month |
| Net sales | $1,850,000 | Revenue on your P&L |
| Plus shipping collected | $61,400 | Customer-paid shipping |
| Plus taxes collected | $149,600 | Held on behalf of tax authorities |
| Total sales | $2,061,000 | The dashboard headline |
| Less taxes remitted | ($149,600) | Never yours |
| Less payment processing | ($58,900) | ~2.9% + $0.30 per transaction |
| Less chargebacks and disputes | ($4,700) | Often booked in a later month |
| Settlement timing shift | ($56,400) | Last two days' orders cleared in the next month |
| Cash actually received | $1,791,400 | Your bank statement |
Crestline Co. is a simulated DTC brand used for demonstration. These figures are illustrative and are not a client result.
The spread between the biggest number on the dashboard and the money in the bank is $269,600, or 13 percent. None of it is error. Every line is a definition or a timing difference.
Total sales includes sales tax. At Crestline's mix that is $149,600 a month appearing in a revenue figure that people quote in meetings. If your dashboard number and your accountant's number differ by something close to your effective tax rate, this is almost always why.
Shopify subtracts a refund on the day it is processed. Accrual accounting wants the refund matched against the month the original sale happened. With a 22.4 percent return rate and a typical 3 to 5 week return lag, a large block of refunds lands one month after the revenue it belongs to.
The effect is that a growing month looks better than it was and the following month absorbs a penalty it did not earn. Your accountant handles this with a returns reserve. Your dashboard does not, which is why the two will never agree on a month-by-month basis even when both are correct.
Orders placed on the 30th and 31st settle in the first days of the next month. Roughly two days of volume, about $56,400 here, sits in transit across every month end. It is not missing, it is in Stripe's pending balance.
This one is stable in size, so once you know your normal lag you can stop re-investigating it every month.
The one reconciliation worth doing monthly. Net sales, minus refunds, minus processing fees, adjusted for the settlement lag, should tie to your Stripe payouts within a few hundred dollars. When it does not, you have found something real: a failed capture, a duplicated refund, a chargeback nobody logged, or an order paid outside the platform. That check is worth more than any dashboard.
| Question | Use |
|---|---|
| What is our revenue? | Net sales |
| What goes on the P&L? | Net sales, with a returns reserve |
| What did we collect in cash? | Settled deposits |
| How is demand trending? | Gross sales |
| What is our discount exposure? | Gross minus net |
| Anything at all | Not total sales |
Where this becomes expensive is when it reaches decisions. Contribution margin computed off total sales overstates itself by the tax rate, and a return wave hitting the wrong month makes a good month look great and the next one look broken. Postlytix reconciles commerce, payment and returns data against each other continuously and flags the gaps that represent something real rather than something definitional.
This is one of eight places the numbers come apart. Why your e-commerce revenue numbers never match explains why fragmentation happens across the whole stack, and links to the rest.