BuildPaused

    Subscription Analytics Engine

    Real-time cohort analysis for SaaS

    EntrepreneurBuilder

    What it is

    Analytics engine focused on subscription business metrics: MRR, churn, cohort retention, LTV prediction.

    Why it exists

    Generic analytics tools don't understand subscription-specific questions.

    Constraints

    • Sub-second queries on millions of events
    • Must handle backdated changes (refunds, plan changes)
    • Privacy-first: no PII in analytics layer

    What was hard

    • Defining 'churn' is surprisingly complex with different plan types
    • Handling timezone-correct cohort boundaries

    What changed my mind

    • Paused because realized this is more of a data engineering problem than a product problem. May revisit with different architecture.
    Subscription Analytics Engine — Builds — Hyphenomenon