Shopify Marketing Systems: Tracking, Data and AEO

Most marketing problems are data problems. The purchase event fires twice. Klaviyo doesn't know what a customer bought on subscription. Meta, Google and Shopify each report a different number for the same week. AI assistants describe your brand from a page you wrote three years ago. We fix the plumbing: tracking, data flow, feeds, lifecycle triggers, and how search and AI engines read you. Your team and partners keep running the campaigns. The numbers they act on are finally right.

WHAT WE DO

Measure it, connect it, get found

Illustration of one purchase sent once, server-side, with the same value in GA4, Meta Conversions API and Google Enhanced Conversions

Measurement

Tracking you can trust. We set up Shopify customer events, GA4, consent and the conversion APIs for Meta, Google and TikTok, then remove the duplicates. Every tool agrees on what a sale is, so every report and every bid starts from the same number.

Data flow

Every tool sees the same customer. We connect Shopify to Klaviyo, subscriptions, reviews, loyalty, POS and B2B, so profiles, events, segments and product feeds stay in sync. Your email and SMS flows fire on what customers actually did.

Illustration of an AI answer that recommends a store's product and cites its product page, backed by product schema

Search and answer engines

Be the answer, not a blue link. We handle technical SEO, schema, content structure and llms.txt, so Google, ChatGPT, Perplexity and AI Overviews can read your site and cite it. Getting your product catalog in front of AI shopping agents is part of our AI Enablement work.

OUR PROCESS

How we fix it

Clean data first, then everything that runs on it. Each step depends on the one before.

Illustration of one order traced from ad click through checkout, purchase, Klaviyo and ad platforms, with the duplicate purchase event fixed

Illustration of weekly purchases in Shopify, GA4 and Meta: three different numbers before the fix, matching numbers after

In practice

What we usually find

Most stores we look at have the same handful of problems. None of them show up in a dashboard. All of them change what the dashboard says.

Double counting. The theme pixel and an app pixel both send the purchase.

Wrong signal. The ad platform optimizes on add-to-cart because the purchase never reached its conversion API.

Lost source. UTMs drop at checkout, so paid social shows up as direct.

Missing customers. Subscription and wholesale buyers never make it into Klaviyo segments.

Silent feed errors. Merchant Center disapprovals nobody has opened in months.

The wrong answer. No schema on key pages, so AI answers cite a reseller instead of you.

Built in The Lab

When every tool grades its own homework, Aperchur checks it

Aperchur is our own build. It connects Shopify, the ad platforms, Klaviyo, subscriptions, shipping and the P&L into one view of true margin and a plan for this week. We built it for a client whose numbers never agreed. The tracking work on this page is what it runs on.

In private beta with Shopify brands doing $1M to $50M.

Read the build notes Visit aperchur.com→

Blended numbers first

Total spend against new-customer revenue, not what each platform claims.

Real cost on every order

Cost of goods by inventory lot, ad spend, discounts and free gifts, all on the order.

What it caught

Real CAC was about 10% higher than the dashboards showed. The platforms report spend before the sales tax the brand actually pays.

Frequently asked questions

Is Ambaum a marketing agency?

TLDR - Not in the usual sense. We build the systems marketing runs on.

Tracking, data flow, feeds, email infrastructure and search visibility. Most brands we work with already have people on creative and media. We make sure their work is measured right, reaches the right customers and shows up where people search.

Do you work with our agency or in-house team?

TLDR - Yes. That's the usual setup.

We work alongside whoever runs your campaigns. They get clean conversion data and segments that match the store. If you want more help on the media side too, ask. We'll tell you what we'd take on ourselves and who we'd bring in.

What is AEO, and how is it different from SEO?

TLDR - SEO gets you ranked. AEO gets you quoted.

Answer engine optimization is how ChatGPT, Perplexity and Google AI Overviews decide which brand to name in an answer. They read structured data and clear, specific pages. The same work lifts your regular search results. For your product catalog and AI shopping agents, see AI Enablement, or run the free AI visibility audit.

How does this fit with Fractional CTO?

TLDR - It's the marketing side of the same job.

Most clients get this inside their monthly fractional CTO hours. It can also run as a project, like a tracking rebuild before peak season.

How do we start?

TLDR - A 30-minute call where we look at your tracking live.

We open your store and your tag setup together and tell you what we see. No pitch. If there's nothing worth fixing, we'll say so.

The systems your marketing runs on

Measure it, connect it, get found

How we fix it

What we usually find

When every tool grades its own homework, Aperchur checks it

Frequently asked questions

Find out what your tracking is missing