Product-led growth needs more than a signup conversion. It needs identity resolution, activation events, lifecycle timestamps, product intent and CRM-quality signals. Without that layer, paid platforms optimize toward shallow actions while the business asks revenue questions.
This field note is intentionally practical. It is written for teams that already have tools and traffic, but need a cleaner operating layer between acquisition, CRM, product signals and decisions.