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MarginLab Case Investigations
Illustrative case
Case 02 · Acquisition and capacity investigation

A Bestseller Growing 40% While Total Profit Falls

The bestseller sells 40% more units without cutting its price. Store revenue rises as well. Yet operating profit falls from €16,000 to €10,300 because the extra volume carries expensive acquisition and requires additional capacity.

The business question

Is the growth tranche profitable after the costs it causes, even though the bestseller remains positive overall?

Initial evidence
CASE / 02
Bestseller units+40%1,000 → 1,400
Bestseller revenue€70kUp from €50k
Store net revenue+11.5%€130k → €145k
Operating profit−35.6%€16k → €10.3k
The investigationA profitable product average can conceal a loss-making expansion tranche.
Investigation typeAcquisition and capacity investigation
Evidence basisConstructed dataset
Tax basisExcluding VAT/sales tax
OutcomeScenario-dependent
Methodology note: This is an illustrative ecommerce investigation, not a named merchant, observed customer result or guaranteed outcome. One unit per bestseller order; realized selling price stays €50. Contribution is after product costs, fulfillment, fees and attributable advertising. The other assortment’s contribution is stated after its own variable costs.
Evidence 01 · Rule out the obvious cause

Price and physical unit cost did not deteriorate.

This case is not a discount investigation. Realized price remains €50 and the physical cost of serving one bestseller order remains €32. The €18 contribution before advertising is unchanged.

Bestseller economics
MeasureBaseline monthGrowth month
Units1,0001,400
Realized price€50€50
Product cost per unit€25€25
Fulfillment per unit€5€5
Payment and expected return burden per unit€2€2
Contribution before advertising per unit€18€18
Total attributable advertising€6,000€15,400
Contribution after advertising€12,000€9,800

Refund and payment burden is held stable to isolate the acquisition mechanism. In a live investigation those assumptions would need to be checked against mature order cohorts.

Evidence 02 · Isolate the growth tranche

The next 400 orders cost €23.50 each to acquire.

If the original 1,000 orders and their €6,000 advertising cost would have remained without expansion, the additional €9,400 spend buys only 400 incremental orders.

Marginal acquisition cost(€15,400 − €6,000) ÷ 400 = €23.50 per added order

The added order contributes €18 before acquisition, so it loses €5.50 after marginal acquisition spend.

Expansion contribution400 × €18 − €9,400 = −€2,200

This exactly explains the bestseller contribution decline from €12,000 to €9,800.

The counterfactual is an explicit assumption. A campaign holdout must test whether the original demand would truly persist. Average attribution reports alone cannot establish it.
Evidence 03 · Company profit bridge

Two other changes deepen the product-level decline.

Other assortment revenue slips from €80,000 to €75,000 at a stable 30% contribution margin. Fixed overhead rises by €2,000 for an additional operating shift.

Store-level reconciliation; euros
MeasureBaselineGrowth
Bestseller revenue50,00070,000
Other assortment revenue80,00075,000
Store revenue130,000145,000
Bestseller contribution12,0009,800
Other assortment contribution24,00022,500
Total contribution36,00032,300
Fixed overhead(20,000)(22,000)
Operating profit16,00010,300

The €5,700 profit decline comprises €2,200 from the bestseller expansion, €1,500 from the rest of the assortment and €2,000 of additional overhead. No residual is left unexplained.

Evidence 04 · Exposure and interpretation

The bestseller takes a larger share of a weaker profit system.

Its revenue share rises from approximately 38.5% to 48.3%. That concentration does not itself create a new expense, but makes the acquisition problem more consequential.

Finding 1

Product average

The bestseller still contributes €9,800, or €7 per unit. A report that checks only positive product contribution would not reject the expansion.

Finding 2

Growth tranche

The added 400 orders destroy €2,200 before the €2,000 capacity step. The decision about expansion differs from the decision about keeping the product.

Finding 3

Assortment effect

The €1,500 decline elsewhere is separate. The scenario does not assume cannibalization without evidence; demand may have changed for other reasons.

Do not assign the entire operating decline to the bestseller merely because it is the most visible change. A complete bridge preserves distinct causes and therefore distinct remedies.

Decision test · Three defensible responses

Preserve the core demand while testing expansion economics.

A blanket product withdrawal would discard the profitable original demand. Continuing unchanged preserves the expensive tranche. A bounded rollback can be tested against the stated counterfactual.

Conditional response comparison
ResponseEconomic effectKey condition
Continue expansionRetain €10,300 store profitAccept current loss-making tranche
Stop additional tranche; keep extra shiftStore profit €12,500Original 1,000 orders persist
Stop tranche and avoid extra shiftStore profit €14,500€2,000 capacity cost is truly avoidable

The final scenario holds other-assortment contribution at €22,500. It does not restore the original €16,000 store profit because the separate €1,500 assortment decline remains.

Validation · What evidence would change the decision?

The expansion must clear both acquisition and capacity hurdles.

At the €9,400 additional advertising spend, the 400 added orders would need €23.50 contribution before acquisition to break even before the extra shift. Including the €2,000 shift raises the required amount to €28.50 per order.

Fully incremental hurdle(€9,400 + €2,000) ÷ 400 = €28.50 per added order

The observed €18 is €10.50 short. Alternatively, acquisition spend must fall to €5,200 to fund 400 × €18 contribution and the €2,000 shift.

  1. Validate incrementality

    Measure total orders with and without the expansion tranche, including spillovers to other channels.

  2. Confirm avoidable capacity cost

    A committed shift or contract may not disappear immediately. Use the decision horizon over which it can actually be removed.

  3. Recheck other assortment demand

    Test whether ad allocation or capacity crowding explains the separate decline before attributing it to unrelated seasonality.

The customer acquisition cost calculator can support the tranche calculation, provided the customer count reflects incremental demand.

Case conclusion · quantified decision

Forty percent product growth reduced company profit by €5,700.

The bestseller remained profitable overall, but its additional acquisition tranche did not. Expensive incremental orders, weaker other-assortment contribution and a capacity step jointly explain the decline.

Decision boundary

The product and the growth tranche are different choices.

The original 1,000 orders generate €12,000 contribution under the counterfactual; the added 400 lose €2,200.

Quantified impact

A conditional rollback recovers €4,200.

Removing the loss-making tranche and avoidable shift lifts profit from €10,300 to €14,500, with other demand unchanged.

Keep the profitable core and test the growth tranche on its own avoidable costs. Do not confuse a positive product average with a profitable expansion.
Continue the investigation

Investigate contribution by product and demand source

Use the product profitability framework to separate stable unit economics from the costs of acquiring additional demand.

All calculations are illustrative. The decision depends on the stated cost, demand and timing assumptions.