Search
SUBSCRIBE
WEEKLY STRATEGY
PODCAST
PROFIT AUDIT
THE SOFTWARE
calendar-dots
LET’S TALK
Apr 30, 2026
You're Not Managing Returns, You're Managing an Average.
You're Not Managing Returns, You're Managing an Average.
00:00
08:24
Transcript
0:00
We are back. Last week, we talked about average order value as a customer quality signal, how the size of someone's first cart is an early read on how they're going to behave.
0:10
This week, I wanna stay in that world of customer segmentation, but focus on a specific group most brands are actively losing money on.
0:18
Here's a question: when you send a discount email, do you know what percentage of the people receiving it are going to return the product? Because if you don't, you might be paying to ship those orders twice.
0:32
[upbeat music] Hi, I'm Alex Orley, and this is Hard Margins, your weekly ecommerce brief, brought to you by RetentionX.
0:40
[upbeat music] RetentionX is the only integrated growth platform built for Shopify businesses.
0:54
One clean source of truth for your customer data and the tools to act on it, no data team required.
1:01
This week is about chronic returners: who they are, what they're actually costing you, and the specific things you can do right now to stop subsidizing their behavior.
1:12
Let me walk you through a scenario that plays out pretty consistently in apparel, but also across a lot of other categories.
1:19
When the marketing team is under pressure to meet plan, either for the month or for the quarter, they tend to do what most teams do, which is increase their promo cadence. "Twenty percent off ends tonight." "Come back.
1:33
Here's ten percent." Last chance SMS. And all of those things help the sales tick up, and if you're looking at a marketing dashboard, the ROAS probably looks good too.
1:45
But a month later, the finance lead comes back with the real picture. The returns are up, the refund volume is up, shipping and reverse logistics costs are way up, and the contribution margin is down.
1:57
These might feel superficially like a bunch of separate problems, but when you segment customers by return behavior, the pattern becomes quite straightforward. Most customers are clean.
2:07
A small minority are doing most of the damage. The promos treat both groups in the exact same way. Here's what that looks like in actualized unit economics.
2:18
A clean customer converts on a promotion, keeps the product, and you still have a healthy order after the discount.
2:24
A chronic returner converts on the same promo, sends it back, and you've now paid for the discount, outbound shipping, return processing, lost margin, and often a support interaction on top of it.
2:37
You've paid to ship it twice. You gave a discount to make it happen. Most brands look at their average return rate. That's the wrong number to be watching. Return rates aren't evenly distributed. They're concentrated.
2:49
A small group of customers is responsible for a disproportionate share of the problem. And when you manage to an average, that concentration stays invisible. Once you see it, the strategy becomes obvious.
3:01
Stop spending margin on the customers who destroy it. There are five principles here that should change how you think about this. First, return behavior is a customer segment, not an ops metric.
3:14
The reason this problem stays invisible to marketing is that returns generally live in operations, but return behavior is a direct input into LTV, contribution margin, and repeat rate.
3:27
It belongs next to those numbers, not in a separate report that marketing is not looking at. Second, chronic returners turn discounts into negative contribution margin.
3:38
A discount is already painful when the customer keeps the product. When the product is coming back, the math is irrational. You are essentially buying a refund with extra steps.
3:50
Third, promos don't just drive orders, they shape your file. Every discount email is also a training signal.
3:58
If you keep promoting to return-heavy customers, you're not just losing margin today, you're actively building a worse customer file for tomorrow.
4:07
Fourth, you cannot discount someone into being a profitable customer if the behavior is structural. Some customers return because of a one-off issue: wrong size, product didn't match the description. That's fixable.
4:20
But a true chronic returner is telling you how they shop. No subject line changes that. The only lever is exposure and incentive. And fifth, your clean customers don't need constant promotions.
4:35
They buy because they see value. When you keep sending them discounts, you're teaching them to wait for one. You're damaging the segment that actually funds your growth. All of this work is not a months-long project.
4:48
Most of this you can implement in one week. Start by creating return behavior-based segmentation. Use a rolling twelve-month window and a minimum order count so you're not penalizing people for one bad experience.
5:02
Then tag customers into three buckets: clean, meaning they rarely return; mixed, meaning they occasionally return; and chronic, meaning consistently high return share or net negative after returns.
5:15
The threshold for chronic should reflect your business, not a generic industry benchmark. What matters is that it's consistent and something you can actually act on.
5:24
Once you have that segmentation, suppress chronic returners from your discount and promo activity. Remove them from site-wide discount emails. Remove them from comeback automations. Remove them from win-back automations.
5:37
Remove them from VIP early access offers. Stop retargeting them with promotions that drive conversion at the cost of negative contribution margin. If you still wanna communicate with them, shift the message entirely.
5:49
Sizing help, product education, exchange flows, store credit options. But stop paying them to repeat the same pattern. Then clean up your retargeting.
6:00
When you layer in return behavior, you get immediate clarity on who should be in each audience.
6:04
Clean customers get retargeted with newness, value, bundles, full price.Mixed customers get guardrails, category-specific lower frequency, and the chronic returners, they just get excluded from promo retargeting entirely.
6:19
It's not punitive, it's just not funding negative unit economics. On the measurement side, add contribution margin to your promo reporting. If your promo report only shows a sales lift, you're missing the actual outcome.
6:32
You want contribution margin per promo-driven order, return rate by segment for those orders, and the discount depth by segment. Revenue tells one story, contribution margin tells the real one.
6:44
Don't confuse the mixed segment with chronic returners. That's where real improvement actually lives.
6:50
Better sizing guidance and clearer product expectations, along with smarter next best offer logic that doesn't route high-risk customers towards your most return-prone products.
7:06
Don't confuse the mixed segment with chronic returners. That's where the real improvement actually lives.
7:13
Give that mixed segment better sizing guidance, clearer product recommendations, smarter next best offer logic that doesn't route high-risk customers towards your most return-prone products.
7:25
You're not trying to eliminate returns altogether. You're trying to eliminate the avoidable, repeatable margin destruction. Returns aren't a brand problem first, they're a portfolio problem.
7:36
A small group of customers drives a disproportionate amount of margin leakage, and blanket promos make it worse.
7:43
When you segment return behavior and stop incentivizing the worst patterns, you protect contribution margin, improve LTV, and make the business easier to scale because you're building a healthier customer file instead of a bigger one.
7:55
[upbeat music] Thank you for listening. I am Alex Orley. This has been Hard Margins, your weekly e-commerce brief, brought to you by my friends at RetentionX. I will see you next week.
8:08
[upbeat music]
Hard Margins
Listen on
Apple Podcasts
Apple Podcasts
Spotify
Spotify
YouTube
YouTube
Recent episodes
How PlantPaper Built One of the Best Retention Curves in DTC
May 13, 2026
Hard Margins #15 How to Build Decision Frames
May 6, 2026
Your Ad Platforms Aren’t Broken, They’re Learning From the Wrong Signals.
Apr 30, 2026
Deep Dive: Your Catalog is Your Retention Strategy
Apr 30, 2026
AOV is Not a Checkout Metric, It's a Quality Filter
Apr 30, 2026
You're Not Retargeting Buyers. You're Retargeting Traffic.
Apr 29, 2026
Your Entry Product Sets Your Ceiling
Apr 29, 2026
Revenue is an Opinion. Contribution Margin is a Fact.
Apr 29, 2026
The Power of Behavioral Sequencing
Apr 29, 2026
Profit Based LTV
Apr 29, 2026
