The Lemon guides
Understand the journey
from cart to customer.
Practical guides to live Shopify carts, checkout drop-off and campaign attribution. Clear definitions, useful examples and a next step you can actually test.

Live cart tracking
Live carts for Shopify: see what shoppers do before they buy
Learn how to view live Shopify carts, check products and traffic sources, validate tracking, and turn checkout activity into useful store decisions.
7 min readRead guide
Checkout & conversion
Shopify abandoned carts vs. abandoned checkouts: find the real drop-off
Understand abandoned carts versus abandoned checkouts in Shopify. Calculate funnel drop-off correctly and choose what to fix before sending recovery emails.
7 min readRead guide
Campaign attribution
Shopify UTM tracking: connect campaigns to carts and sales
Set up consistent Shopify UTM tracking, test campaign links, inspect cart and order attribution, and troubleshoot missing or conflicting traffic sources.
8 min readRead guidePut the guides to work in your store.
See live carts, checkout activity and the channels behind your sales with Lemon Analytics.