New vs. Returning Customers: A Product-Level Analysis in ThoughtMetric

Alex Fusco
Alex Fusco
January 09, 2026
New vs. Returning Customers: A Product-Level Analysis in ThoughtMetric
Before talking about how to analyze new vs. returning customers in ThoughtMetric, let’s start with a real example.

Below is a snapshot from a brand using ThoughtMetric to understand how individual products contribute to customer acquisition vs. retention.


The Example

Here's data from an e-commerce brand showing revenue for the top 5 products.
Once revenue is split by new vs. returning customers, the role each product plays in the business becomes much clearer.


What This Brand Can Learn from the Data


Product 1: Primary Acquisition Driver

Product 1 generates the highest total revenue, but the key insight is where that revenue comes from. About 68% of sales come from new customers, making it a great product for customer acquisition.

Products 2, 3, and 5: Balanced 

Products 2, 3, and 5 still bring in more new customers than returning ones, but the split is closer.
  • Healthy contribution from both customer types
  • Useful for both acquisition and remarketing

Product 4: Retention-Focused 

This product tells a very different story. Product 4 earns more from returning customers than new.

This suggests these products are:
  • More likely purchased after the first order
  • Strong performers in email, SMS, and post-purchase flows
  • Less suitable for cold acquisition


How ThoughtMetric Makes This Analysis Easy





ThoughtMetric shows total revenue, new customer revenue, and returning customer revenue in one view, allowing teams to:

  • Identify which products truly drive acquisition
  • Avoid spending prospecting budget on retention-heavy products
  • Align lifecycle marketing with buying behavior

With ThoughtMetric, teams can see exactly how each product fits into the customer journey.


Learn More


To learn more about ThoughtMetric, book a demo with us!

In This Article

  1. The Example
  2. What This Brand Can Learn from the Data
  3. How ThoughtMetric Makes This Analysis Easy
  4. Learn More

Sign up for our newsletter.

We care about your data. Read our privacy policy.

Ready to dive in? Start your free trial today.

Try ThoughtMetric and start understanding the performance of your e-commerce marketing today.

Try for Free
ThoughtMetric Ecommerce Marketing Analytics Screenshot