Trade-Off 1
We put £0 on the best-selling SKU
A fashion brand spending £35k/month. Their hero product - a £79 dress - generated 42% of all Google Ads revenue. The agency before us had it as the centrepiece of every campaign.
Keep scaling the hero
Rationale
It converts at 4.2%. It has brand recognition. Customers search for it by name. ROAS is 5.8x. By every platform metric, it's the best product in the account.
Projected Outcome
Revenue grows 15%. Contribution margin stays flat. The dress carries 14% margin after 32% returns. At 5.8x ROAS on 14% effective margin, every sale generates £0.41 profit. The £14.7k spent on this product generates £602 profit.
Redirect budget to mid-range accessories
Rationale
Accessories (£25-£45) carry 52% margin with 8% return rates. They convert at 2.1% - lower than the dress - but each conversion generates £12-£18 profit vs £0.41.
Projected Outcome
Revenue drops 18%. Contribution margin increases 34%. The £14.7k reallocated to accessories generates £4,890 profit. The hero dress still sells organically - it just doesn't get paid advertising.
Our Decision
We chose Option B. The hero dress continued selling at 85% of previous volume through organic and direct traffic. It didn't need advertising - customers already knew it existed. The budget was better deployed acquiring new customers through products that actually generate margin.
The Principle
Revenue attribution ≠ revenue dependency. Just because Google Ads claims credit for a sale doesn't mean the sale required Google Ads.