Ads and efficiency
- Platform ROAS
Revenue an ad platform attributes to its own ads, divided by what you spent on that platform. Useful for optimizing inside the platform; unreliable for setting total budget, because each platform counts sales others also claim.
Formula Platform-attributed revenue ÷ platform ad spend
- Blended ROAS
Revenue divided by ad spend with new and returning customers counted together. It can look healthy while new-customer acquisition weakens, because repeat buyers who would have ordered anyway lift the number.
Read: Why blended ROAS is not a scaling signal →- New customer ROAS (ncROAS)
Revenue from first-time buyers only, divided by ad spend. The cleanest single read on whether prospecting spend is actually finding new customers.
Formula First-order revenue from new customers ÷ ad spend
- MER (Marketing efficiency ratio)
Total store revenue divided by total marketing spend across every channel. The business-level number, immune to platforms double-counting each other.
Formula Total revenue ÷ total marketing spend
Read: MER vs ROAS vs aMER →- aMER (Acquisition MER)
Revenue from new customers divided by total marketing spend. MER can stay flat while aMER falls, which is how many DTC plateaus start.
Formula New-customer revenue ÷ total marketing spend
Read: MER vs ROAS vs aMER →- Break-even ROAS
The ROAS at which an order covers its variable costs (product, shipping, fees, discounts and returns) and earns nothing. Below it, every sale loses money. It differs by product.
Formula 1 ÷ contribution margin % (before ad spend)
Read: Break-even ROAS by SKU →- Contribution ROAS by SKU
ROAS after product cost, shipping, fees, discounts and returns, calculated product by product. Shows which products actually make money on paid traffic.
- Incrementality
The sales that would not have happened without an ad or channel. Platform ROAS shows what an ad can be linked to; incrementality shows what it caused. Measured with holdout or geo tests.
Read: Incrementality testing on a small budget →- Amazon halo effect
Sales on Amazon driven by ads aimed at your own website. They never show up in Meta or Google ROAS, so social and video ads are often undervalued for brands that also sell on Amazon.
Read: The Amazon halo effect →
Customers and retention
- CAC (Customer acquisition cost)
What it costs to acquire one new customer. Calculated on new customers only; dividing all spend by all orders understates it.
Formula Acquisition spend ÷ new customers
- LTV (Customer lifetime value)
What a customer is worth over a set period, usually 6 or 12 months. Most useful as gross profit rather than revenue, and split by first product, channel and offer.
- Cohort LTV
What customers acquired in the same month are worth over time. Comparing cohorts shows whether newer customers are better or worse than older ones.
Read: Cohort analysis for DTC founders →- Payback period (CAC payback)
Months until a customer's profit covers what it cost to acquire them. Cheap-to-acquire channels often pay back slowest.
- Channel cohort payback
Months until each channel's customers pay back their acquisition cost. Answers which channel deserves the next dollar better than CPA does.
- Repeat purchase rate
Share of customers who place a second order within a set window, such as 90 days. Read it by first product and channel, not just store-wide.
- Second-shipment retention
Share of new subscribers who take their second order. The number that decides whether subscription acquisition pays back.
Read: Subscription churn cohort math →- New vs returning revenue
How much revenue comes from first-time buyers versus existing customers. The fastest check for whether growth is durable.
- Discount dependency
When a meaningful share of customers only buy during promotions. Shows up as revenue concentrated in sale weeks and repeat buyers who never pay full price.
Read: Measuring discount dependency →
Products
- First product LTV
12-month value of customers, split by the first product they bought. Shows which products are your real entry points.
Read: The first product decides customer value →- Gateway product
The product whose first-time buyers are most likely to go on and buy other products. Often not the best seller.
Read: How to find your gateway product →- Product-to-product journey
Which product customers buy next, and how often, after each first purchase.
- Return-adjusted margin
Margin after the full cost of returns: refund, both shipping legs, handling, lost resale value and the ad spend that bought the order.
Read: True margin after returns by SKU →- Landed cost
The full cost of getting a product into your warehouse: unit cost, freight, duties and tariffs, customs fees and inbound handling. Changes in tariffs change every break-even ROAS.
Read: Landed cost and tariffs in 2026 →- Free shipping threshold
The order value above which shipping is free. Best set from your own order value distribution and judged on contribution per session, not AOV.
Read: How to set a free shipping threshold →
Measurement
- Attributed revenue
Revenue a tool credits to itself under its own rules. Klaviyo, Meta and Google can each claim the same order, so added together they can exceed real sales.
Read: Klaviyo attributed vs incremental revenue →- Post-purchase survey (HDYHAU)
A one-question "How did you hear about us?" survey shown after checkout. Captures podcasts, creators, word of mouth and AI assistants that click-based attribution misses.
Read: Post-purchase survey attribution →