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.

Lemon Analytics live cart dashboard showing active carts, checkout stages and traffic channels for a sample Shopify store

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
Lemon Analytics conversion funnel and time-to-conversion reports using sample Shopify store data

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
Lemon Analytics channel attribution report showing revenue by traffic source and attribution model with sample data

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 guide

Put the guides to work in your store.

See live carts, checkout activity and the channels behind your sales with Lemon Analytics.

Available on the Shopify App Store