Illustrative scenario: not a client case study
For an acquisition test, compare the merchant’s own completed orders, cancellations and fulfilment costs by offer. Make payment and delivery claims on ads match the destination page, and change the campaign only when the merchant’s data supports the decision.
Compare payment methods using order data
Offer payment methods that the merchant can support, and compare completed orders, cancellations, refunds and fees by method before changing acquisition spend. Do not assume cash on delivery will improve conversion; use the merchant’s own order data to decide whether it is useful.
State delivery terms accurately
State the merchant’s actual delivery coverage, fees and timing on the product page, and make ad promises match those terms. Review completed orders and cancellations by delivery offer before changing spend; do not infer buyer expectations from competitor claims alone.
Use audience splits when evidence supports them
Use audience splits only when the merchant’s order and cancellation data shows a difference that supports a useful decision. Do not infer preferences from nationality or assume one shared Dubai customer profile.
Test retail dates against order data
Treat retail dates as planning hypotheses. Add a promotion to the calendar when it plausibly matters to the merchant’s defined audience, then compare the pattern with the merchant’s own orders, cancellations, inventory and fulfilment capacity before changing spend.
What to take away
- Build acquisition tests around the merchant’s actual catalog and offer.
- Match ad promises to published payment and delivery terms.
- Compare completed orders, cancellations and costs by offer.
- Split audiences and test seasonal dates only when the data supports a useful decision.
Frequently asked questions
Is cash on delivery worth the operational cost for a small ecommerce brand?
Compare completed orders, cancellations, refunds, fees and fulfilment costs by payment method using the merchant’s own data. Do not assume cash on delivery improves conversion or is worth its operational cost for every store.
Should acquisition budget spike specifically for White Friday?
Treat White Friday as a planning hypothesis, not proof of demand. Compare the merchant’s own orders, cancellations, inventory and fulfilment capacity before increasing spend.
Do we need different creative for different nationalities in our audience?
Use different creative only when the merchant’s own data supports a useful audience distinction. Do not infer preferences from nationality or assume price and delivery are the only relevant differences.