Candidate changes for building local hypotheses. Pattern pages do not predict lift, pool winner labels, or replace evidence from your own users.
Show real, live counts of demand (pre-orders, recent purchases) close to the primary PDP CTA to raise urgency and perceived value.
Hypothesis input. Validate locally before rollout.
Make product variants faster to perceive and choose — surface swatches early, remove non-choices — rather than adding decorative controls.
Hypothesis input. Validate locally before rollout.
Use editorial, emotional, and "shop the look" content on listing pages to spark browsing and larger baskets.
Hypothesis input. Validate locally before rollout.
Consolidate redundant listing-page controls (filter, sort) to reduce UI clutter on mobile.
Hypothesis input. Validate locally before rollout.
Lead PDP content with product-specific USPs (fit, material) and a clean USP layout; strip generic, repeated USPs.
Hypothesis input. Validate locally before rollout.
Draw attention to the Add-to-Cart action and keep the post-ATC cart flow instant to reduce friction.
Hypothesis input. Validate locally before rollout.
Frame offers around a goal the user can reach (free-shipping threshold) rather than simply amplifying an existing discount.
Hypothesis input. Validate locally before rollout.
Save experiments, track which patterns work for your site, and build an optimization playbook from your own properly planned results.