D2 Insights
GMV Max
Break-even ROAS, Ads ratio, SKU economics, campaign structure and scale/hold rules.
Direct answer
What D2 means by GMV Max
GMV Max targets should come from break-even economics, not a generic ROAS benchmark. A campaign can generate efficient revenue while losing contribution if SKU margin cannot absorb Ads plus the rest of the variable cost stack.
Question 01
What ROAS is actually profitable?
The profitable threshold depends on the Ads ratio the SKU can afford after COGS, fees, vouchers and commission. Break-even ROAS is the inverse of the break-even Ads ratio.
Question 02
When should SKUs be split into separate campaigns?
Split when products have materially different margins, strategic roles or break-even thresholds and a shared campaign target would hide those differences.
Question 03
How is Ads ceiling derived from the cost structure?
Calculate the contribution available before Ads as a percentage of valid revenue. That percentage is the maximum theoretical Ads ratio before contribution reaches zero, subject to the costs included in the model.
Question 04
Why can Revenue/Ads look healthy while P&L remains negative?
Revenue/Ads ignores COGS, platform fees, vouchers, commission and other selling costs. A healthy media-efficiency metric therefore does not guarantee positive contribution.
Methodology
How D2 approaches this topic
D2 reviews campaign structure, SKU economics, spend ratio, conversion and contribution in the same decision loop and feeds creative learning back into the next production cycle.
- Separate source evidence from assumptions and keep unresolved items visible.
- State the reporting period and metric definition before comparing outcomes.
- Prefer decision rules that connect operating signals to economics.
- Review platform-specific rules against current first-party documentation when they change.
Next step