Luca Barberis

Are we extracting more margin per transaction over time?

№ 040 · Contribution margin per transaction

01

Definition

MetricContribution profit per transaction: net revenue minus variable costs (payments, support, fraud, fulfillment, per-order incentives)

Unitcurrency per transaction and % of AOV

Bar showing margin per transaction: revenue minus payment processing, fraud, support cost, refund reserve. Build by averaging per-order P&L economics across a period. Negative tells you the unit economics are broken. Example: $4.20 revenue, $1.10 processing, $0.60 fraud reserve, $0.80 support allocated = $1.70 CM per order.

P&L
Profit and loss statement. Revenue minus cost of goods sold minus operating expenses, down to operating profit.
CM
Contribution margin. Revenue minus all variable costs attributable to the unit.
02

Benchmarks

Bottom 30%MedianTop 30%
negative contribution at scale outside deliberate launch investments, or margin per transaction flat while order volume doubles (no operating leverage)positive but thin: low-single-digit % of order value for delivery models (Grab deliveries segment adjusted EBITDA 2.0-2.3% of GMV, 2025-2026); new markets and new categories commonly below $1.00 per ordermature-market on-demand reference: approx $1.80-2.20 contribution profit per order (DoorDash mature markets); asset-light digital marketplaces convert most of net take to contribution, with segment margins expanding on advertising attach

on-demand and consumer marketplaces 2025-2026, contribution defined as revenue minus direct costs of generating and fulfilling orders (DoorDash definition); asset-light models will sit structurally higher than delivery models · Contribution definitions vary widely (incentives above or below the line, support allocation); the DoorDash definition (direct expenses of generating and fulfilling orders) is the cleanest public anchor. Delivery-model figures do not transfer to digital-goods or services marketplaces, which should benchmark contribution as % of net revenue instead.

By category
CategoryBottom 30%MedianTop 30%
Food delivery / on-demand logisticsbelow $1.00 per order outside launch phasesapprox 2-3% of GMV at segment level$1.80-2.20+ per order (mature markets)
Ride-hailing / mobilitybelow 5% of GMV at maturityapprox 8-9% of GMV (Grab 2025)above 9% of GMV segment margin
03

When it looks bad

The per-transaction contribution line is flat or falling while transaction volume grows, and the cost stack shows support, refunds and per-order incentives growing as % of AOV, meaning scale is buying no leverage.

Contribution per order stuck at $0.60 across a year in which orders tripled; support contacts per 100 orders rose 3.1 to 4.4 and per-order incentives held at 9% of AOV.

04

What to do about it

  • Add a high-margin revenue layer per transaction: advertising and promoted placements attach at 70%+ gross margin vs single digits on the core transaction, and drove the observable margin expansion at both DoorDash and Grab.
  • Attack contacts per 100 orders: order-status transparency, self-serve refunds below a value threshold, and supplier scorecards that push defect costs back to the causing side; support is usually the largest controllable variable cost line.
  • Publish contribution per transaction by category and by market monthly; keep launch subsidies in explicitly flagged cells with a graduation deadline instead of blending them into the average.
  • Reprice or restructure structurally negative segments: minimum order values, small-order fees, or batching, rather than waiting for scale to fix a negative-contribution design.
05

Sources

  1. DoorDashSecond Quarter 2026 Financial Results · 2026 · company-reported results including contribution profit definition contribution profit defined as the economic impact of orders accounting for direct expenses of generating and fulfilling them; reported alongside GOV and adjusted EBITDA businesswire.com ↗
  2. PulseRevOpsFood Delivery Marketplace KPI Benchmarks · 2026 · synthesis of DoorDash and Uber Eats public disclosures and pricing pages DoorDash approx $1.80-2.20 contribution profit per order in mature markets, below $1.00 in new markets and grocery; below $1.50 the marketplace is subsidizing orders; ad revenue at 70%+ gross margin vs 5-8% on the delivery transaction pulserevops.com ↗
  3. Grab HoldingsQ4 and Full Year 2025 Earnings Release · 2026 · company-reported operating metrics, Southeast Asia super app at multi-billion dollar quarterly GMV deliveries segment adjusted EBITDA 2.2% of GMV in Q4 2025 (2.0% FY), expansion driven by advertising contribution and operating leverage s205.q4cdn.com ↗
  4. Grab HoldingsQ3 2025 Earnings Release · 2025 · company-reported operating metrics, Southeast Asia mobility segment adjusted EBITDA 8.7-9%+ of GMV range, deliveries 2.1%; long-term steady-state targets 12% mobility, 3% deliveries stated at listing grab.com ↗
  5. Revenue MapMarketplace Startup Benchmarks: Take Rate and GMV · 2025 · marketplace financial modeling dataset contribution margin per transaction equals take-rate revenue minus variable costs; breakeven transactions equals fixed costs divided by per-transaction contribution revenuemap.app ↗
  6. Mostly Metrics (CJ Gustafson)Comparing Marketplace Take Rates · 2023 · public filings of Uber, Airbnb, DoorDash, Shopify and peers managed models carry higher take but higher variable cost; compare contribution, not take rate, across model types mostlymetrics.com ↗