Optimize the value, not the volume.

Define the outcome before the dashboard.

Write down what the business needs to improve. More orders, larger baskets, retained customers and healthier contribution are related outcomes, but they are not interchangeable. Agree on the primary objective and the constraints around it before treating one platform column as the target.

Keep sales and profit separate. Ad spend and attributed purchase value describe advertising performance; discounts, product costs, returns, delivery and the rest of the operation affect what remains. If those inputs are missing, leave the profitability conclusion open.

Look at the whole purchase.

Read order volume beside average order value. Then ask which products, offers and customer groups created the difference. A higher basket built from useful complementary products is a different proposition from a basket inflated by a promotion the business cannot afford.

The linked fragrance case combines acquisition with cart offers and follow-up after purchase. Treat those steps as one customer journey. A campaign cannot take all the credit for an offer, store improvement or operational change another team delivered.

Choose one decision the comparison can support.

Compare periods with the dates, currency and metric definition attached. Note changes in offer, stock, channel mix and season. January and February can show what changed in the business; a simple before-and-after comparison cannot isolate the effect of every decision.

Make the next move explicit: adjust the offer, improve a product page, inspect a customer segment or change campaign allocation. State what you expect to observe and what would make you reconsider. Avoid changing every part of the journey and then presenting one explanation as certain.

Keep the return in context.

Bring the review back to four items: the defined business outcome, the acquisition cost, the value of the purchase and the next purchase opportunity. A striking return multiple earns a closer look. It does not replace the work of understanding how the customer and the business both benefited.