High-AOV furniture, long consideration, real profit
A BigCommerce furniture brand sold $1,200 average orders after weeks of research. Short attribution and revenue bidding misjudged both timing and margin.
Store
BigCommerce
Ads
Google Ads
Duration
150 days
The challenge
Furniture buyers research for weeks, so short attribution windows undercounted conversions. Meanwhile high AOV masked thin margins after freight and white-glove delivery. Revenue bidding overpaid for browsers and under-credited real buyers.
Approach
Extended attribution windows to match the long consideration cycle.
Mapped freight and delivery costs into per-order profit.
Uploaded contribution-margin conversions to Google Ads.
Separated high-margin decor from thin-margin large furniture.
Used Conservative auto-optimization during long ramp periods.
Performance
POAS over a long attribution window
Profit Bid
POAS (7-day window)POAS (60-day window)
7d14d21d30d45d60d
Short windows undercount slow furniture buyers. Matching the window to the cycle revealed the true, higher POAS.
POAS (account)158%
+42 pts
Tracked conversions+27%
Longer window
Delivery cost leakageContained
Freight in margin
Results
POAS (account)
116%→158%
+42 pts
Tracked conversions
Baseline→+27%
Longer window
Delivery cost leakage
High→Contained
Freight in margin
Decor share of spend
22%→41%
Margin-led shift
“Our buyers take a month to decide. Once attribution and margin matched reality, we finally trusted our bidding again.”
Stack
BigCommerceGoogle Ads Search + ShoppingProfit Bid Pro
Pricing
Get similar results — choose your plan
Select a plan and continue to secure checkout — POAS conversion upload included on every tier.
Choose your plan
Store limits apply when you connect platforms in the app — not at checkout.
Starter
$14.99/ month
$29
For one store getting started with profit-based bidding