Benchmarking
Commerce scroll guardrails
Guardrails for PDPs and bundles so shoppers see depth signals, not dark patterns.
We translate scroll and dwell into procurement-ready guardrails that merchandisers can adopt without engineering heroics.
Pricing is informational; engagements are scoped separately. See Returns & Refunds for cooling-off terms.
Included focus
- Guardrail thresholds per category
- Sticker sheet for merchandisers
- Engineering ticket boilerplates
- Weekly anomaly digest
- Checkout-proximity checks without storing PII
Outcomes we design for
- Fewer accidental friction stacks near checkout
- Shared language between merchandising and UX
- Cleaner incident retrospectives
Lead partner
Gavin Lau
BI engineer focused on commerce telemetry hygiene.
Questions
Only with your release managers; we default to measurement overlays.
Experience notes
Commerce scroll guardrails caught a sticky bundle module before peak hour—quiet win.