Variant control
Keep test setup explicit so teams know exactly what each shopper can see.
Run Shopify-native experiments for themes, offers, and storefront experiences with assignment, tracking, and winner rollout handled together.
Define variants and targeting rules for the test audience.
Assign shoppers consistently and collect conversion signals.
Review stats and roll out a selected winner when ready.
Keep test setup explicit so teams know exactly what each shopper can see.
Limit experiments by audience and context before making a storewide change.
Pair result tracking with rollout actions so wins are not left as notes.