
We recently sat down with a data team from a global DTC footwear brand (enterprise scale). These are sophisticated operators with access to every standard dashboard imaginable. Yet, they came to us with two very specific requests to gain deeper insights:
I want to track the movement between different stages of customer lifecycle segmentation (e.g., Active → At-Risk → Churned).
I need to see total sales broken down by cohort.
Why are they asking this?
Because they know that looking at the total number of active customers is often a vanity metric. It creates a false sense of security regarding the health of the business.
Imagine your dashboard says you have 50,000 active customers in January. In February, over that specific timeframe, it says 50,000 active customers again.
You might think everything is fine and pay no attention.
The hidden churn
Underneath that flat number, trouble might be brewing.
- You may have lost 5,000 loyal customers, who have high customer lifetime value, frequent repeat purchases, and a strong connection to your brand. These customers have quietly slipped from a healthy lifecycle stage to becoming at-risk customers, and eventually churned.
- In their place, you gained 5,000 first-time buyers, who have lower value and require more effort and cost to build lasting relationships.
The count is the same. The business value has plummeted.
If you only track the total volume, you miss the exchange. You are swapping your most profitable customers for first-timers, and your dashboard is telling you everything is fine.
Connecting movement to money
This is why the merchant also asked for total sales by cohort. When you combine segment movement with cohort data, you see the scary truth: If your movement data shows high churn among older segments, your MER (Marketing Efficiency Ratio) is likely collapsing.
What is MER?
MER measures how effectively marketing spend generates revenue by comparing total revenue to marketing costs. It provides insight into the return on investment (ROI) of your marketing efforts. A higher MER indicates that your marketing is driving strong revenue relative to its cost, while a lower MER suggests inefficient spending.
By tracking MER alongside customer lifecycle and cohort data, businesses can better understand the quality of their customer acquisition and retention strategies, allowing them to optimize marketing campaigns and allocate resources more effectively for sustainable growth.

- The 2021 Cohort: These people trust you. They have a strong customer relationship with your brand. They make repeat purchases at full price, are the engine of your loyalty, and require almost zero ad spend to retain.
- The 2024 Cohort: These people cost you more to acquire. They likely need time to nurture and build a strong relationship to your brand.
Also remember, it's 50x cheaper to keep your existing customers than to acquire new ones.
If you treat these two groups as equal active customers, you are flying blind. You are essentially burning your furniture to heat your house, trading long-term brand equity for short-term paid traffic.
What they do with this answer
By tracking the movement flow alongside cohort sales, this brand can identify issues early and execute a precision defense marketing strategy:
- Spot the drift: They don't wait for churn. They set alerts to see when high-value customers move to a negative lifecycle stage (like At-risk).
- Intervene specifically: Instead of blasting a generic 20% off sale to everyone (which hurts gross margins), they focus their retention efforts on actively engaging only the specific group that is drifting.
- Validate quality: If the Active one-timer segment is growing, but the sales from that cohort are low, they know their ads are bringing in the wrong type of new customers. They can tell the acquisition team to adjust immediately.
The takeaway
A stable customer count can hide a rotting customer base.
Don’t just count the heads in the room. Look at who is leaving through the back door, and who you are letting in the front. By shifting your focus from total active to net movement, you stop managing a list of emails and start managing the actual health of your business.
Cheat sheet: 3 signals you shouldn't ignore
If you are looking at your own data today, use these three logic checks to diagnose your store's health:
- The acquisition check: If the Active one-timer segment is growing, but the sales from that cohort are low, your ads are bringing in the wrong type of new customers.
- The retention check: If your total active count is flat, but your net movement is negative, you are silently losing VIPs and replacing them with expensive leads.

- The profitability check: If your revenue is stable but your MER is dropping, you are likely over-spending on acquisition to compensate for a leaky retention bucket.






