Revenue growth is the most celebrated number in business and one of the least informative on its own. A company can grow revenue indefinitely while destroying value with every additional customer. Unit economics is the discipline of establishing whether that is happening — by reducing a business to the profitability of a single customer or single transaction, and asking whether that unit is worth having.
Contribution margin: the foundation
Contribution margin is revenue from a unit minus the variable costs of delivering it — the costs that would disappear if that unit disappeared.
For a software business this includes hosting, payment processing, third-party licences consumed per customer, and customer support attributable to that account. For a delivery business it includes the courier payment, packaging and transaction fees. It excludes rent, salaried headquarters staff and engineering — those are fixed costs, covered by aggregate contribution, not by any individual unit.
The distinction sounds pedantic and is decisive. If contribution margin is negative, growth makes things worse. Every new customer widens the loss, and no scale will fix it, because the loss scales with the business. Contribution margin must be positive before any other unit metric is worth calculating.
Businesses that appeared to be pursuing scale for its own sake have frequently turned out to be businesses whose contribution margin was negative and whose management believed volume would eventually resolve it.
Customer acquisition cost
CAC is the fully loaded cost of acquiring one new customer: advertising spend, sales staff compensation including commission, marketing tooling, and the cost of any discount or incentive used to convert.
Two errors recur constantly.
Blended CAC. Dividing total marketing spend by all new customers mixes in customers who arrived organically — through word of mouth, search, or existing brand awareness — and who cost nothing to acquire. This produces a flattering number that will deteriorate the moment the company tries to grow faster. Paid CAC — paid acquisition spend divided by customers acquired through paid channels — is the number that governs whether growth can be bought.
Treating CAC as constant. It is not. The cheapest, most motivated customers are acquired first. As a company scales spend, it reaches progressively less interested audiences and CAC rises. A business modelling future growth at today’s CAC is modelling something that will not happen.
Lifetime value
LTV estimates the total contribution margin a customer will generate before they leave. In its simplest recurring-revenue form it is periodic contribution margin divided by the churn rate.
The simplicity conceals three assumptions that frequently fail.
- Constant churn. Churn is almost never constant. It is high early — customers who never properly adopted the product leave quickly — and falls among survivors. Applying an average churn rate to a fresh cohort systematically underestimates early losses.
- Margin, not revenue. LTV built on revenue rather than contribution margin overstates value by exactly the cost of serving the customer. This error is common in investor materials.
- No discounting. Contribution arriving in year five is worth less than contribution arriving now, particularly for a business that must fund the gap. Undiscounted LTV overstates value, and the overstatement grows with customer lifespan.
Where a customer’s spending grows over time — through expansion, upsell or usage increases — net revenue retention above 100% can make LTV genuinely large. But that must be demonstrated in cohort data, not assumed.
The LTV:CAC ratio and its abuse
Dividing LTV by CAC gives the return on acquisition spend. A ratio around 3:1 is widely cited as healthy — enough margin over acquisition cost to fund fixed overhead and leave profit.
The ratio is useful and easily manipulated, because LTV is an estimate about the future and CAC is a fact about the past. Extending assumed customer lifespan, using revenue instead of margin, or blending organic acquisition into CAC will each lift the ratio without changing the business at all.
A very high ratio is not automatically good either. It often means the company is underinvesting in acquisition and leaving growth unclaimed — a signal to spend more, not to celebrate.
Payback period: the metric that governs survival
Payback period is how many months of contribution margin are required to recover CAC. For a company that is not yet profitable, it is arguably more important than LTV:CAC, because it determines cash consumption.
CAC is paid immediately and in full. Contribution arrives gradually. The gap must be financed. A business with excellent lifetime economics and an eighteen-month payback period is a business that consumes enormous cash while growing — and one whose growth stops the moment funding conditions tighten, regardless of how attractive the long-run numbers look.
Shorter payback also reduces reliance on forecasts. Recovering acquisition cost within a few months depends on near-term behaviour you can observe. Recovering it over three years depends on retention assumptions you cannot yet verify.
Cohorts are the only honest view
Aggregate metrics conceal deterioration. A company acquiring customers rapidly will show healthy blended retention simply because new customers have not had time to churn.
Cohort analysis groups customers by the period they joined and tracks each group separately over time. It answers the questions aggregates cannot:
- Do later cohorts retain as well as earlier ones, or is the product attracting progressively worse-fitting customers as marketing broadens?
- Does spend per customer grow within a cohort, or decay?
- Does retention eventually flatten into a stable base, or decline to zero?
Deteriorating cohort quality is the single clearest early warning that growth is being purchased rather than earned. It is visible in cohort data months before it appears in headline figures.
Where the framework breaks down
Unit economics assumes units are independent. Sometimes they are not.
In genuine network businesses — marketplaces, communication platforms — each additional participant increases the value of the product to everyone else. Early unit economics can be poor and improve structurally with scale.
This is a real phenomenon and also the most over-claimed argument in business. The test is evidential: are unit economics measurably improving as the business grows? If cohort contribution margin is rising and CAC is falling as density increases, the network effect is real. If the argument is that economics will improve at some future scale never yet reached, it is a hypothesis being used to defer accountability.
A working checklist
- Is contribution margin positive per unit? If not, nothing else matters.
- Is CAC calculated on paid acquisition, fully loaded, including discounts?
- Is LTV built on margin, discounted, and derived from observed cohort retention?
- What is the payback period in months, and can the balance sheet fund it?
- Are later cohorts as good as earlier ones?
- Is CAC rising as spend scales?
A business that answers these cleanly can grow with confidence. One that cannot is running an experiment whose result is not yet known — which is legitimate, provided everybody involved understands that is what it is.
Related reading
For how these dynamics appear in published accounts, see reading a cash flow statement.
This article is general information and journalism, not investment advice. See our Editorial Policy.