Headless Shopify Plus · Attribution Engineering

Stop optimizing your ad spend blind.

Going headless silently breaks conversion tracking and marketing-source data on Shopify Plus. Shopwright restores full, deduplicated attribution end to end — a one-time fix you own in your own codebase, not another monthly SaaS tax.

Built & maintained in production for an active Shopify Plus subscription-box brand.
Restored across your entire stack
Meta Ads· Google Ads· Google Analytics 4· TikTok· Server-side (CAPI)· Client-side Pixel
The problem you probably have

Headless breaks attribution in two places.

It's not a tagging mistake you can fix in settings. Your storefront and Shopify's checkout are separate surfaces that don't share cookies, so attribution never makes the hand-off. The tell: it affects 100% of orders, not intermittently. That's structural.

01

Conversion tracking under-reports

Purchases land as (not set) / Direct / Unassigned in GA4 and Meta. Pixels under-count, so the ad platforms optimize toward the wrong people — spending your budget against bad data.

02

Marketing source goes blank

Every order's utm_source / utm_campaign arrives empty inside Shopify itself. You can't see which campaign or ad actually drove each sale, so you can't cut losers or scale winners.

The cost of flying blind

Mis-attribution is a tax on every ad dollar.

When the platforms optimize against incomplete data, a slice of every dollar is spent reaching the wrong people. Move the slider to see the rough scale on your spend.

$20,000

Industry post-iOS signal loss commonly runs in the low double digits. This uses a conservative 15% illustrative mis-optimization rate — your actual figure comes out of the audit.

Estimated wasted / mis-optimized spend
$3,000 / mo
Per year $36,000
One-time fix from $5,000
Illustrative estimate, not a quote or guarantee. Real recovery depends on your stack, channels, and current setup — quantified in the audit using your own data.
The fix — Headless Attribution Audit & Fix

Full attribution, restored — and verified in front of you.

Beyond the fix

Headless breaks more than tracking.

Most Shopify apps assume a Liquid theme and silently break on a custom front-end — the widget loads in the admin but never renders for your customers. The same engineering that fixes attribution keeps the rest of your stack working, available as an ongoing retainer.

Custom app integrations

Subscriptions (Recharge, Appstle), upsell engines (e.g. Rebuy), reviews and loyalty — wired into your headless storefront so they actually render and convert, not just work in the admin.

Performance & technical SEO

Core Web Vitals and checkout speed for a Hydrogen / custom front-end — plus the technical SEO headless quietly breaks: SSR, structured data, meta tags and crawlability, so Google sees what your customers see.

Tracking that stays fixed

Theme updates, new ad channels, and platform changes quietly re-break attribution. Ongoing maintenance keeps it solid so you're never flying blind again.

Pricing

Land with the fix. Expand only if it's worth it.

Start with a sharp, fixed-scope fix — no open-ended hours. The retainer and advisory are there when you want them, never required.

START HERE
The wedge

Attribution Fix

$5,000–10,000
One-time · fixed scope
The complete audit + both-sided fix. Final quote after a free scoping call. ~1–2 weeks.
  • Full audit of current attribution loss
  • Server-side + Custom Pixel, deduplicated
  • UTM / marketing-source on every order
  • Live test-order verification
  • Handover doc — yours to keep
Book a free 20-min look
The expand

Support & Growth

$3,500+ / mo
Per month · ongoing
Committed monthly hours once the fix is live. Optional, never required.
  • Custom app integrations on headless
  • New ad channels wired in correctly
  • Performance & tracking upkeep
  • Priority response on your stack
Talk retainer
Ad-hoc

Advisory & Scoping

$150/ hour
Scoping call — free
A second opinion or a scoped one-off. The initial scoping call is always free.
  • Free scoping & diagnostics call
  • Headless architecture review
  • One-off integrations
  • No retainer commitment
Book free scoping

Worth it? A full headless rebuild runs $80K+. Rented tracking SaaS like Elevar or Littledata bills $150–500/mo — forever. The fix is one-time, and you own it in your own codebase.

Why Shopwright

Already running in production — not theory.

Proven, not promised

I built and maintain this exact pipeline — both conversion events and UTM capture — for an active Shopify Plus subscription-box brand, on a recurring retainer.

Fixed scope, real

The fix is a documented, repeatable module. That's why it's quoted as fixed scope instead of open-ended hours — you know the price up front.

You own it

The work lives in your codebase. No perpetual per-month tracking tax, no vendor lock-in, no black box you can never leave.

Next step

Find out what your store is losing.

A 20-minute look tells you whether attribution is broken and roughly what it's costing. No deck — a straight read on your setup.