Stripe
Shopify
Gmail

Build a Shopify Chargeback Defense Agent withStripe, Shopify, and Gmail

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.

Try in Claude

Shopify Chargeback Defense runs on order data split across 3 tools.
The order review pays for it.

The order review pays for it.

StripeShopify

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.

ShopifyGmail

Shopify tells a different story.

What Shopify knows about pull order evidence from Shopify rarely flows back to Stripe. Two tools, one unreconciled gap.

GmailStripe

Gmail is the early-warning nobody reads.

By the time compile evidence package in Gmail reaches the order review, the window to act has usually shut.

Under The Hood

One prompt to detect new Stripe disputes. Three sources, already connected. Already connected.

01

Pull detect new Stripe disputes from Stripe (billing system)

Stripe (disputes, charges)

Stripe
02

Query pull order evidence from Shopify from Shopify (storefront)

Shopify (orders, fulfillments, tracking)

Shopify
03

Query compile evidence package from Gmail (comms layer)

Gmail (customer correspondence)

Gmail
output

Agent-ready output

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

To detect new Stripe disputes, the agent reads one joined view. Not 4 raw APIs.

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.

SHARED KEY4 SOURCESONE VIEWLIVE READS

The Prompt

Copy. Paste.
a Shopify Chargeback Defense Agent

Two steps. Your data, your results, under 60 seconds.

01installOne-time setup. ~2 min.
Connect the Airbyte Agent MCP
02copy and run
Prompt
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

The order review that needed 2 hours now finishes while you read this. Now your agent can fix it.

10x

Faster

~10x. Shopify chargeback defense drops from a 2-hour chore to one query.

90%

Cheaper to run

~90% cheaper: zero new infra and no seats added to detect new Stripe disputes.

3 -> 1

Tools, one query

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

Ranked, not dumped

Shopify Chargeback Defense ranks each order by risk, not by name. The top of the list is where to start.

02 · Signal

Where the tools disagree

Stripe vs Shopify mismatches on detect new Stripe disputes get called out so you decide, not the math.

03 · Context

Inline evidence

Each line carries its evidence. Pull order evidence from Shopify pulled from Shopify and Gmail. Right where you read it.

04 · Action

Tells you what to do

Shopify Chargeback Defense closes each order with a recommendation. Who to contact and what to send. Ready to run.

05 · Brief

Built to detect new Stripe disputes

A digest you can drop into the order review: ranked, sourced from Stripe, Shopify, and Gmail, scoped to stripe (disputes, charges).

Common questions

Didn't find your answer? Please don't hesitate to reach out.

Contact us

What if a order shows up in two of Stripe, Shopify, and Gmail?

The shared key de-dupes it. Shopify chargeback defense keeps one order with stripe (disputes, charges) merged across sources.

How fresh is the order data Shopify Chargeback Defense uses?

Live, it reads Stripe at query time, so the digest shows stripe (disputes, charges) as of now, not last night.

Does Shopify Chargeback Defense replace Stripe?

No, it reads Stripe and writes back the digest. Your record systems stay put.

Can Shopify Chargeback Defense really join Stripe, Shopify, and Gmail on one order?

It matches them on a shared order key, so shopify chargeback defense reads one record, not 4 API responses.

Your e-commerce support data already lives in Shopify, Gmail, and Stripe. Let shopify chargeback defense use it.

Wire Stripe, Shopify, and Gmail and 49+ sources into the Airbyte Agent MCP and build shopify chargeback defense on data you already own.