Stripe (disputes, charges) sits alone in Stripe.
Judging shopify chargeback defense also takes pull order evidence from Shopify, and that never shares a screen with Stripe.
E-commerce support teams run order reviews on stale, scattered data: Shopify, Gmail, and Stripe each hold a piece, none hold the whole. Chargeback response windows are 7-21 days.
The order review pays for it.
Judging shopify chargeback defense also takes pull order evidence from Shopify, and that never shares a screen with Stripe.
What Shopify knows about pull order evidence from Shopify rarely flows back to Stripe. Two tools, one unreconciled gap.
By the time compile evidence package in Gmail reaches the order review, the window to act has usually shut.
Under The Hood
Stripe (disputes, charges)
Shopify (orders, fulfillments, tracking)
Gmail (customer correspondence)
Shopify Chargeback Defense's digest: Detect new Stripe disputes, pull order evidence from Shopify, compile evidence package, submit chargeback response. Sorted by what needs you first.
The Context Store
Before the prompt runs, the Context Store has matched stripe (disputes, charges), Shopify (orders, fulfillments, tracking), Gmail (customer correspondence), Google Drive (evidence storage) from Shopify, Gmail, and Stripe and 1 more onto one order record. Shopify chargeback defense just reads it, no ID-stitching.
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.
The Prompt
Two steps. Your data, your results, under 60 seconds.
Run my order review: pull stripe (disputes, charges), Shopify (orders, fulfillments, tracking), Gmail (customer correspondence), Google Drive (evidence storage) from Stripe, Shopify, and Gmail and summarize.
SETUP
Use Airbyte's MCP. 4+ connected sources behind one natural-language surface.
WORKFLOW
link Stripe, Shopify, and Gmail, query stripe (disputes, charges), Shopify (orders, fulfillments, tracking), Gmail (customer correspondence), Google Drive (evidence storage), fold it onto the order, then rank. If a connector is missing, follow the prompt. A one-off connect step.
TASK
Detect new Stripe disputes, pull order evidence from Shopify, compile evidence package, submit chargeback response, then give me a single digest: sorted by what needs me first, each line with the why and the move.The Outcome
10x
~10x. Shopify chargeback defense drops from a 2-hour chore to one query.
90%
~90% cheaper: zero new infra and no seats added to detect new Stripe disputes.
3 -> 1
3 sources, 1 prompt: Stripe, Shopify, and Gmail reconciled before shopify chargeback defense runs.
Based on internal benchmarks comparing Context Store queries to sequential API calls across equivalent datasets.
01 · Output
Shopify Chargeback Defense ranks each order by risk, not by name. The top of the list is where to start.
02 · Signal
Stripe vs Shopify mismatches on detect new Stripe disputes get called out so you decide, not the math.
03 · Context
Each line carries its evidence. Pull order evidence from Shopify pulled from Shopify and Gmail. Right where you read it.
04 · Action
Shopify Chargeback Defense closes each order with a recommendation. Who to contact and what to send. Ready to run.
05 · Brief
A digest you can drop into the order review: ranked, sourced from Stripe, Shopify, and Gmail, scoped to stripe (disputes, charges).
Right now the order review means stitching Shopify + Zendesk Support + Stripe by hand. Return policies depend on exact purchase date and item status, so the work lands late and half-blind.
The data for your order review already exists in Jira / Slack / Amazon Seller Partner. The problem is no one view joins it. Defective products can tank a listing rating within days.
The data for your order review already exists in Zendesk Support + Stripe + Shopify. The problem is no one view joins it. Customers expect fast resolution.
Didn't find your answer? Please don't hesitate to reach out.
What if a order shows up in two of Stripe, Shopify, and Gmail?
How fresh is the order data Shopify Chargeback Defense uses?
Does Shopify Chargeback Defense replace Stripe?
Can Shopify Chargeback Defense really join Stripe, Shopify, and Gmail on one order?
Wire Stripe, Shopify, and Gmail and 49+ sources into the Airbyte Agent MCP and build shopify chargeback defense on data you already own.