Stripe can't answer it solo.
Google Ads (spend, clicks, campaigns) in Stripe is only one input; the campaign review stalls without match to Shopify orders via UTM tracking alongside it.
Build an Ad Spend To Revenue Attribution Agent withStripe, Shopify, and Google Ads
Pull ad spend from Google and Facebook shouldn't take a morning of tab-switching across Google Ads + Stripe + Shopify. Ad platforms report clicks; revenue lives in Shopify.
Stripe says one thing about google Ads (spend, clicks, campaigns), Shopify says another.
The campaign review eats the gap.
The campaign review eats the gap.
The Shopify side stays separate.
Match to Shopify orders via UTM tracking from Shopify sits in its own tab while Stripe carries google ads (spend, clicks, campaigns). Nobody joins them.
Google Ads knows before you do.
Calculate true ROAS per campaign/ad group/creative lands in Google Ads hours early. Too far from Stripe to change the campaign review in time.
Under The Hood
Ask once. Ad spend to revenue attribution reads Stripe, Shopify, and Google Ads for you. Already connected.
01
Read pull ad spend from Google and Facebook from Stripe (billing system)
Google Ads (spend, clicks, campaigns)
02
Fetch match to Shopify orders via UTM tracking from Shopify (storefront)
Facebook Marketing (spend, impressions, ad sets)
03
Fetch calculate true ROAS per campaign/ad group/creative from Google Ads (ad platform)
Shopify (orders, revenue, UTM params)
output
Agent-ready output
The readout for the campaign review: Pull ad spend from Google and Facebook, match to Shopify orders via UTM tracking, calculate true ROAS per campaign/ad group/creative, identify profitable vs. unprofitable spend, riskiest items surfaced and owned.
The Context Store
No glue between Google Ads + Stripe + Shopify: the campaign is stitched before the prompt fires.
Google Ads + Stripe + Shopify and 2 more get reconciled up front for ad spend to revenue attribution: google Ads (spend, clicks, campaigns), Facebook Marketing (spend, impressions, ad sets), Shopify (orders, revenue, UTM params), Stripe (actual charges), Google Analytics (session data) mapped to a single campaign view instead of 5 separate APIs.
Your agent queries one surface instead of three APIs. Faster responses, lower cost per query, and results that work because the relationships were built before you asked the question.
CAMPAIGN-LEVEL JOINSMARKETING SCHEMANO GLUE CODE
The Prompt
Copy. Paste.
an Ad Spend To Revenue Attribution Agent
Two steps. Your data, your results, under 60 seconds.
01install
Connect the Airbyte Agent MCP02copy and run
Build me a ad spend to revenue attribution: read Stripe, Shopify, and Google Ads and hand back one readout.
SETUP
The Airbyte MCP layer exposes 5+ of your tools as one queryable layer.
WORKFLOW
check connectors, connect Stripe, Shopify, and Google Ads, query google Ads (spend, clicks, campaigns), Facebook Marketing (spend, impressions, ad sets), Shopify (orders, revenue, UTM params), Stripe (actual charges), Google Analytics (session data), reconcile per campaign, summarize. Missing tools tell you how to link them. A one-time browser auth.
TASK
Pull ad spend from Google and Facebook, match to Shopify orders via UTM tracking, calculate true ROAS per campaign/ad group/creative, identify profitable vs. unprofitable spend. Return one readout ranked by urgency, top risks called out, a next step on each.The Outcome
Pull ad spend from Google and Facebook on demand: 2 hours of effort, ~60 seconds of agent.
10x
Faster
10x speed: ad spend to revenue attribution turns a 2-hour campaign review into under a minute.
90%
Cheaper to run
90% off the build cost: 5 sources already licensed, nothing extra to pull ad spend from Google and Facebook.
3 -> 1
Tools, one query
3 tabs into 1: Stripe, Shopify, and Google Ads collapse to one view to pull ad spend from Google and Facebook.
Based on internal benchmarks comparing Context Store queries to sequential API calls across equivalent datasets.
01 · Output
Priority scoring
Ad Spend to Revenue Attribution ranks each campaign by risk, not by name. The top of the list is where to start.
02 · Signal
Reality-check flags
Any conflict between your billing system and your storefront on google Ads (spend, clicks, campaigns) is raised for review rather than silently smoothed over.
03 · Context
The why, attached
Match to Shopify orders via UTM tracking from Shopify and Google Ads sits beside each item, letting you pull ad spend from Google and Facebook without switching tabs.
04 · Action
Tells you what to do
Ad Spend to Revenue Attribution closes each campaign with a recommendation. The owner and the move. Ready to run.
05 · Brief
Readout-ready
A readout you can drop into the campaign review: ranked, sourced from Stripe, Shopify, and Google Ads, scoped to google Ads (spend, clicks, campaigns).
After Ad Spend to Revenue Attribution: more marketing agents to build
view All use casesClosed-Loop Ad Attribution Agent
Your campaign review is only as fresh as the slowest tab. Marketing reports on MQLs; Sales cares about revenue. Yet the inputs sit split across LinkedIn Ads / HubSpot / Salesforce.
Dynamic Ad Budget Reallocation Agent
Right now the campaign review means stitching Google Analytics + Shopify + Google Ads by hand. Ad performance shifts hourly, so the work lands late and half-blind.
PPC Lead Quality Feedback Loop
Your campaign review is only as fresh as the slowest tab. Google Ads optimizes for clicks; CRM knows what closes. Yet the inputs sit split across Slack, Salesforce, and Google Ads.
Common questions
Didn't find your answer? Please don't hesitate to reach out.
How fresh is the campaign data Ad Spend to Revenue Attribution uses?
Live, it reads Stripe at query time, so the readout shows google Ads (spend, clicks, campaigns) as of now, not last night.
How do I trust the campaign review?
Ad Spend to Revenue Attribution cites a source per line. Google Ads (spend, clicks, campaigns) from Stripe, the rest from Shopify and Google Ads. So any figure traces back.
Can I tweak what Ad Spend to Revenue Attribution returns?
Edit the TASK line. Change the ranking, the readout format, or which of Stripe, Shopify, and Google Ads it leans on.
Does Ad Spend to Revenue Attribution replace Stripe?
No, it reads Stripe and writes back the readout. Your record systems stay put.
Stop tab-switching to pull ad spend from Google and Facebook. Let the agent read Google Ads + Stripe + Shopify.
50+ connectors including Stripe, Shopify, and Google Ads are ready. Give ad spend to revenue attribution the access to pull ad spend from Google and Facebook.
