Lifecycle + Attribution Stack
Server-side event hygiene, segmentation primitives, and conversion-oriented flows—designed to survive single-page sessions, iOS tracking constraints, and messy catalog data.
- Event spec: deterministic naming + payload contracts
- Flow design: winback, post-purchase, VIP ladders
- Zero-guesswork UTM + source-of-truth attribution
- Deliverability guardrails + list health automation