Retention & lifecycle

The second purchase: the metric missing from a new ecommerce report

Conversion rate and cost per acquisition measure the first purchase, the easiest one to get while new demand keeps entering the channel. The second purchase is a different story: it depends on the product, shipping and post-purchase communication. Measuring it by cohort, not as one aggregate number, shows whether the business retains or only acquires.

Two shopping bags drawn in graphite side by side, the second one with a bow finished in solid orange

What matters

  • Conversion rate measures the first purchase. Repurchase rate measures whether the business works without paying for the same customer twice.
  • In a new ecommerce store most buyers are still on their first or second purchase, which makes repurchase the least measured and most decisive metric.
  • Measuring repurchase by cohort (30, 60 and 90 days) shows whether the problem is the product, post-purchase communication, or both.
  • Winning back a customer who already bought usually costs less than acquiring a new one, but only if a trigger exists after the first purchase.

An online store in Peru closes the month happy: cost per acquisition dropped, sales went up, the ads dashboard looks better than ever. Nobody in the meeting asks whether those same people are going to buy again. The metric that carries the most weight in the decision to raise ad spend is, almost always, the one that says the least about whether the business actually works.

The first purchase is bought by the algorithm, the second one is earned

Peru’s ecommerce market is growing fast, but it still starts from a small base: a large share of today’s online buyers are trying it out for the first or second time, not repeating a years-old habit. That means a well-built campaign gets first purchases without much effort, because new demand keeps entering the channel all the time. The second purchase is a different story: from there, the algorithm has no say, and it is the product, the shipping experience and the post-purchase communication that decide whether the buyer had a real reason to come back.

The usual mistake is measuring the business only by conversion rate and cost per acquisition, two numbers calculated on the first purchase. A month with good conversion can be hiding a low repurchase rate, which means paying the full acquisition cost every time, including for the sale that should have come almost free, from someone who already trusts the brand.

What to look at besides conversion

  1. Measure repurchase by cohort, not as one aggregate. Group buyers by the month of their first purchase and check what share came back at 30, 60 and 90 days. One blended number hides the difference between a good cohort and a bad one.
  2. Check what reaches the customer between purchase one and two. If no message is triggered by that first purchase (confirmation, follow-up, a repurchase nudge), the second sale depends on the customer remembering the brand on their own.
  3. Compare the cost of acquiring a new customer against the cost of winning back one who already bought. The second is almost always cheaper, but only if a routine actually attempts it.
  4. Separate product from communication. Low repurchase can mean the product did not create a second need, or that nobody told the customer they could buy again. Those are two different problems with two different fixes.

It is the same standard we apply in growth for brands operating in Peru: before raising acquisition budget, confirm the business retains what it already won. And it connects directly to the lifecycle-stage retention framework: the second purchase is, literally, the first step in that framework, the one that separates a customer with zero purchases from one with a single purchase.

If your monthly report has cost per acquisition and conversion rate but no repurchase rate, you are probably measuring how well the algorithm buys, not how well your business sells.

Frequently asked questions

What is repurchase rate and how is it calculated?

It is the share of a cohort (grouped by the month of their first purchase) that made a second purchase within a defined window, typically 30, 60 or 90 days. Unlike conversion rate, which measures visitors who buy, repurchase rate measures buyers who come back.

Why does the second purchase matter more than the first in a new ecommerce store?

Because the first purchase is largely bought by the ad algorithm as long as new demand keeps entering the channel. The second one depends on the product, shipping and post-purchase communication having given the buyer a real reason to come back, and no campaign helps with that part.

How often should repurchase be measured?

By monthly cohort, not as one running number. An aggregate average can hide that recent cohorts repurchase worse than older ones, which is exactly the signal that needs to surface in time to fix something in the product or the post-purchase communication.

Keep reading

Retention & lifecycle 6 min read

Customer retention: the three-stage framework we use

Retention does not get fixed with a reactivation campaign. It gets fixed by placing every customer in their lifecycle stage and measuring where the base stops leaking.

All topics

×
Hi! 👋

How can we help you today?

Please write a message first.