A promotion changes both customer behavior and order economics. The useful question is not only whether it increases sales, but whether it produces enough additional contribution to justify the reduced margin and operating cost.
Start with a purpose: acquire suitable first-time customers, clear aging stock, introduce a relevant bundle, or encourage a useful repeat purchase. Different purposes require different offers and success measures.
Calculate the effect on one order
Suppose a hypothetical product sells for $60 and has $38 of variable costs, leaving $22 contribution before acquisition and fixed overhead. A 15% discount reduces revenue by $9. If costs remain approximately unchanged, contribution falls to $13.
To match the original $220 contribution from ten orders, you would need about 16.93 discounted orders: seventeen orders, or roughly 70% more in this discrete example. That ignores changes in acquisition cost, fulfillment, returns, and future purchases, which must be considered separately.
The discount percentage understates the percentage reduction in contribution. That is why a seemingly modest promotion can require a large volume increase to pay for itself.
Compare offer structures
A bundle can solve a complete customer task, but calculate the contribution of all included items and the discount on products people might have bought anyway. A free-shipping offer changes the shipping subsidy and may alter basket size or geography. A gift adds product and fulfillment costs even when the customer sees it as free.
Use the offer that fits the customer and the objective. Do not choose a threshold only because it looks attractive in a banner.
Estimate incremental demand
Some promotional orders would have occurred at full price. Others bring a future purchase forward. Still others may be genuinely additional. Your forecast should distinguish these possibilities rather than treating all promotional revenue as new.
Where volume permits, use an appropriate control or holdout design. Otherwise compare cautiously with similar periods and record concurrent changes. Review longer-term repurchase patterns for replenishable products.
Define the terms and operations
Specify eligible products, dates, minimum spend, exclusions, stacking rules, inventory limits, and return treatment. Keep the website, emails, ads, and checkout consistent. Test the discount and relevant edge cases before launch.
Use genuine deadlines and accurate stock information. If the offer is extended, communicate honestly rather than pretending the original deadline never existed. Verify applicable pricing and promotion requirements for your market before publishing claims about savings.
Confirm the team can fulfill the expected demand. A successful campaign that creates delays and returns can harm the customer relationship and erase the modeled gain.
Review contribution and customer quality
Track net revenue, variable costs, acquisition spending, new versus returning customers, returns, cancellations, and service issues. Compare contribution per order and total contribution. A lower contribution per order may be acceptable if incremental volume produces a better total result, but establish that with evidence.
Before your next promotion, calculate the minimum additional orders required under conservative assumptions. If the required increase seems implausible, revise the offer, audience, or objective before spending to promote it.
Put it into practice
Related guides
- How to Increase Average Order Value Without Constant Discounts
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6 min read - My Store Has a 4× ROAS. Why Am I Still Losing Money?
See how product costs, fulfillment, returns, overhead, and attribution can turn attractive ROAS into weak profit.
3 min read - The Ecommerce Profit Calculator: What Do You Keep From Each Order?
Calculate order contribution, allowable acquisition cost, and break-even ROAS with a transparent worked example.
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