What's the best way to A/B test different loyalty program rewards?

Expert answer · sourced from 8 podcast episodes

Short answer

The biggest mistake when A/B testing loyalty rewards is treating them like simple discounts. Instead of just testing what drives one more sale, your focus should be on what uniquely encourages a second purchase and builds a genuine, long-term customer relationship.

TL;DR

The most common mistake brands make with loyalty program rewards is testing them like they're just another discount. The goal isn’t just a momentary lift in conversion, it’s building a real asset. On an episode of Ecommerce Coffee Break, Noah Tucker points out that many brands fatally confuse loyalty programs with referral programs. The goal of loyalty is retention and improving the lifetime value of your customers, he says, not just short-term customer acquisition. People fall into this trap because acquisition is easier to measure. It costs them profitability, as they end up rewarding one-time deal hunters instead of cultivating repeat buyers. The fix is to A/B test rewards that specifically encourage a customer's second or third purchase. Jason Anderson mentioned on the Up Arrow Podcast that you need to be intentional about that journey, using rewards to create goalposts that make customers feel seen and valued for their continued business.

Another frequent error is testing insignificant variations, like offering 100 points versus 110 points for a purchase. This happens because it’s easy to configure in a loyalty app, but it generates noisy, meaningless data. You learn nothing about your customers’ real motivations. Dastan Chikeev, speaking on Ecommerce Coffee Break, makes the case for testing more creative and strategic rewards. He suggests things like specialized in-person experiences, early access to new products, or free tickets to partner events. These are the kinds of emotionally-driven benefits that create true loyalty. The small change is to stop testing minor numerical differences and instead test entirely different categories of value. Test your standard points system against exclusive access to a product drop or a members-only experience to see what actually moves the needle on customer sentiment and repeat purchase rate.

Running the same test for every single customer is another pitfall. Your newest buyers have different needs and motivations than your established VIPs, but brands often test one reward variant across their entire customer base out of convenience. This gives you blended, unhelpful results. On the Modern Retail Podcast, ButcherBox’s Reba Hatcher shared that they use a two-tiered loyalty program and extensive customer segmentation to personalize offerings. That’s the right way to think about it. Aaron Cowper made a similar point on the 2X eCommerce Podcast, arguing that you have to segment your customer base to tailor the experience. The solution is to design separate tests for separate groups. Test what reward best converts a first-time buyer into a second-time buyer, while running a different test to see what makes your top 10% of customers feel the most appreciated.

The final mistake is focusing entirely on the reward and ignoring how it’s communicated. You can have the most compelling reward in the world, but if it’s presented with dry, uninspired messaging, it will fall flat. Brands get caught up in the mechanics of the offer and forget that the marketing is half the battle. As Matthew Barnett explained on The eCom Ops Podcast, A/B testing should be used to optimize your personalized messages, not just the static offer. You need to test the whole package. This means pairing your reward test with a messaging test. Try framing a reward with aspirational language about community and belonging against a simple, transactional message. You might find the words you use are more powerful than the points you give away. Successful reward testing doesn't just find a winning offer; it teaches you what your best customers truly value about being part of your brand.

Cited episodes (8)

  1. eCommerce MasterPlan — Chloe's Marketing Maxims - 3 ways to increase the performance of ALL your marketing cover art
  2. Ecommerce Coffee Break — How Appstle is revolutionizing the Loyalty and Rewards space | #215 Hemant Purswani cover art
  3. Modern Retail Podcast — How ButcherBox uses a loyalty program to drive more meat sales cover art

    How ButcherBox uses a loyalty program to drive more meat sales

    #3 · Modern Retail Podcast · with Reba Hatcher

    ButcherBox's program is a powerful case study in using segmentation to personalize loyalty rewards effectively.

  4. The eCom Ops Podcast — Build eCommerce Customer Base with Matthew Barnett, Founder of Bonjoro cover art

    Build eCommerce Customer Base with Matthew Barnett, Founder of Bonjoro

    #4 · The eCom Ops Podcast · with Matthew Barnett

    A good reminder that A/B testing should be used to optimize personalized messaging, not just offers.

  5. Ecommerce Coffee Break — Ecommerce Summer School: Loyalty Programs a WASTE? Not if You Do THIS! — Hemant Purswani | Why Loyalty Programs Matter Now, How to Promote Your Loyalty Program, Dynamic Points Redemption: A Game-changer, VIP Tiers: Boosting Customer Engagement (#325) cover art
  6. The eCom Ops Podcast — Conversion Rate Optimisation For eCom Businesses with Jon MacDonald of The Good cover art
  7. 2X eCommerce Podcast — How to Make Better Pricing Decisions as an eCommerce Operator → Aaron Cowper cover art

    How to Make Better Pricing Decisions as an eCommerce Operator → Aaron Cowper

    #7 · 2X eCommerce Podcast · with Aaron Cowper

    The guest explains why segmenting customers is foundational to tailoring experiences and driving specific behaviors.

  8. Up Arrow Podcast — The Customer Journey Mistakes That Kill 8-Figure Brands With Jason Anderson cover art

    The Customer Journey Mistakes That Kill 8-Figure Brands With Jason Anderson

    #8 · Up Arrow Podcast · with Jason Anderson

    Focuses on the critical customer journey from first to second purchase, and how loyalty programs fit in.

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