Example project
Harbor & Pine Outdoor Co.
Connect product campaigns with checkout and repeat interest.
Large project. Typically three to six months, billed by milestone. Custom software with a real database behind it, designed with the people who will use it every day. The figures are illustrative.
The problem
worth solving.
Product ads, checkout events and abandoned-cart follow-up cannot be compared in one consistent view.
The system behind the solution
See what remains after an order is fulfilled
Reconcile campaign events with orders, product margin, inventory and returns so the advertising view reflects the actual cost of selling each product.
A proposed system. The working example covers part of it.
Bring the information together
- Campaign source and cost records
- Order, fulfillment and refund events
- Product margin and available inventory
The decision it supports
Count each order once and reverse its contribution when refunded; avoid proposing increased spend on unavailable products.
When a person steps in
Hold disputed attribution and missing fulfillment costs for review rather than inflating return on ad spend.
What happens next
A merchant approves product-level budget changes; a retryable update queue records each accepted change.
How to measure the improvement
Compare contribution after product, fulfillment and advertising costs, alongside new-customer counts and return rates.
Build it in stages
- Match shopping campaigns to the correct product pages.
- Keep campaign source with checkout events.
- Prepare consent-based cart follow-up for review.
- Compare attributed sales, acquisition spend and recovered carts.
Make the next decision yourself
See what a campaign actually returns
Connect shopping ads to orders, returns and product costs before comparing campaign performance.
Try the working application- Choose the campaign mix
- Review matched orders
- Reconcile returns
- Compare sales, spend and product costs
The working example covers the steps above.
Example numbers
What improvement
could look like.
These are example figures, not results or guarantees.
- Return on ad spend
- 2.1 → 4.0
- Customer acquisition cost
- −35%
- Campaign-channel revenue
- +71%
- Annual cart recovery
- $46k
From example
to your business.
Start with the actual workflow
Confirm how your team works today, which systems contain the records and how you measure the result. Test the idea against your real constraints before agreeing the scope.
Build, connect and test
Start with one complete workflow. Connect approved systems, test permissions and failures, and review the result with the people who will use it. The examples on this site do not connect to business accounts.
Keep the system useful
Agree who owns access, monitoring and day-to-day changes. Document the handover and define the maintenance and improvement work that fits the engagement.