Experiment 001
Founding Shopify Plus client · Apparel & Accessories
Running
Shopify Plus
PDP
A/B Testing
Mobile PDP add-to-cart friction
- Challenge
- Strong mobile PDP traffic, but a soft add-to-cart rate compared to desktop.
- Research finding
- Session recordings showed shoppers repeatedly scrolling back to size and fit information before leaving the page.
- Hypothesis
- Surfacing size and fit guidance earlier, above the fold, will reduce mobile PDP abandonment before add-to-cart.
- Experiment
- A/B test: sticky mobile add-to-cart bar with inline size guidance vs. the current PDP layout.
Primary metricMobile add-to-cart rateATC
Secondary metricsPDP scroll depth, size-guide engagement
ResultMeasurement in progress
LearningResults coming soon
What happened nextPending
Experiment 002
Founding DTC client · Beauty & Personal Care
Running
Shopify
Cart
Checkout
A/B Testing
Cart-to-checkout drop-off
- Challenge
- Cart-to-checkout completion running below category benchmarks.
- Research finding
- Voice-of-customer surveys pointed to shipping-cost surprise as the top cited reason for not completing checkout.
- Hypothesis
- Surfacing the free-shipping threshold earlier in the cart will reduce shipping-cost-driven abandonment.
- Experiment
- A/B test: a free-shipping progress bar on the cart page vs. the current cart.
Primary metricCart-to-checkout rateCTC
Secondary metricsAverage order value, checkout starts
ResultMeasurement in progress
LearningResults coming soon
What happened nextPending
Experiment 003
Founding client (name withheld) · Home & Lifestyle
Running
Shopify Plus
Homepage
PLP
UX
Homepage-to-collection navigation
- Challenge
- High homepage traffic, but weak click-through into collections.
- Research finding
- A heuristic review flagged unclear primary navigation and a homepage hero that didn't map to how shoppers actually browse.
- Hypothesis
- A clearer, behaviour-led navigation structure will increase homepage-to-collection click-through.
- Experiment
- Evidence-based rollout: restructured navigation and homepage merchandising, measured pre/post.
Primary metricHomepage-to-collection click-throughCTR
Secondary metricsCollection bounce rate, search usage
ResultMeasurement in progress
LearningResults coming soon
What happened nextPending