App Analytics & LTV Engineering Insights
Technical analyses, cohort modeling breakdowns, SKAN 4.0 conversion mapping strategies, and store receipt reconciliation notes from our active client audits.
In-App Purchase Event Schema Auditing: A Telemetry Checklist
A practical checklist for mobile developers to audit in-app purchase tracking schemas, eliminate currency mismatch bugs, and enforce transaction idempotency.
Identifying Silent Subscriber Churn in App Cohort Models
How billing retries, grace periods, and uncollected store cancellation webhooks create false subscriber retention figures in mobile analytics warehouses.
Mapping SKAdNetwork 4.0 Conversion Values to Predict Day-90 LTV
How to structure 6-bit fine conversion values and 3-tier coarse values in SKAN 4.0 to generate statistically robust early proxies for long-term customer lifetime value.
Calculating True Payback Curves in Mobile Subscription Apps
Why traditional SaaS payback formulas fail when applied to mobile app stores, and how to construct empirical net cash recovery curves accounting for store commissions, refunds, and renewal decay.