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