You see the order. What happened across the visits before it?
A shopper discovers you through Meta, returns from Google, opens an email and buys on a later visit. Channel dashboards split that story apart. Layer connects observed sessions, touchpoints and orders in one timeline where the data allows.
Illustrative example, not measured customer results
See whether shoppers drop off after a product view, return through another channel or need several sessions to buy. Use the observed pattern to improve pages, follow-up and budget decisions.
Three questions an order report cannot answer.
These are not vanity metrics. They tell you where the next improvement belongs.
How often did this buyer return?
Review observed visits and time between first contact and purchase.
Which channels appeared in one journey?
Sequence observable Meta, Google, organic, email and direct touches when available.
Where do interested visitors leave?
Compare the path from landing page to product, cart, checkout and purchase.
Bring together · Explain · Decide
The same order is the anchor. Visits and events are connected only when matching evidence is available.
Observe the session
Capture site events within applicable consent settings.
Identify the source
Preserve available referrer, UTM and click context with timestamps.
Connect visits
Join visits only when an appropriate matching signal exists.
Order and next action
Relate the observed path to the order, channel contribution and a concrete next step.
Turn each visit into a useful decision.
Different friction points call for different fixes.
| What you see | What to check | Possible action |
|---|---|---|
| Many product views, few carts | Value proposition, price and product detail | Test product pages first |
| Many carts, few checkouts | Shipping, surprise costs and trust | Investigate checkout friction |
| Repeated visits without purchase | Objections, timing and follow-up | Improve follow-up and retention |
Not another session chart. A better next step.
The journey is useful when marketing, ecommerce and finance can review the same order.
Fix the landing page
Prioritize pages that attract relevant traffic but lead to few product interactions.
Review each channel’s role
Check whether a channel introduces, returns or closes buyers before increasing spend.
Measure the improvement
Compare the same funnel after the change, accounting for coverage and consent.
What you want to know before you start.
Can Layer show visits before a purchase?
Yes, for visits that can be observed and reliably connected to the same buyer or order. Missing consent, blocked tracking and unmatched devices limit coverage.
Is journey tracking the same as attribution?
No. Journey tracking describes the observed sequence. Attribution assigns credit to those touches using a chosen model. They answer different questions.
Does this replace Shopify Analytics?
No. Shopify remains the source for orders and store data. Layer adds connected ad, session and cost context where measurable.
Go deeper on the decision logic.
Third-party cookies are gone. Here is what identity stitching looks like now.
The tracking infrastructure most DTC brands were built on no longer exists in the same form. Identity stitching is not a replacement for cookies. It is a fundamentally different approach, and it requires different data.
What Shopify analytics cannot tell you and what you need instead
Shopify's built-in analytics are a good starting point. They are not an attribution model, they are not a profitability model, and they are not a customer intelligence platform. Here is what they are and what you need beyond them.
Attribution windows: 7-day click, 1-day view, or something else entirely
Every platform defaults to an attribution window that makes the platform look as good as possible. Here is how to set windows that reflect your actual customer behavior, not platform incentives.
Find out where customers drop out along the way.
Book a demo to explore how visits, channel roles and orders connect. We will discuss the data needed to understand your customer journey.