Measure activation and engagement
Define the first meaningful action, such as completing a booking or creating a useful record. Track completion and the points where users leave the journey. Daily and monthly activity can show engagement, but the appropriate frequency depends on the service. Compare relevant cohorts instead of treating every returning session as equal value.
Connect retention and commercial outcomes
Measure whether users return when they need the product again. For paid services, examine conversion, acquisition costs and contribution over time. Keep assumptions visible when calculating lifetime value. An internal product may be better assessed through time saved, task completion or service quality than through consumer-style engagement metrics.
Include technical quality
Crashes, latency and failed requests affect the experience behind business metrics. Set up monitoring and review changes after releases. Document event definitions so that reports remain consistent. Use only the data needed for the analysis and validate tracking behaviour; a dashboard is useful when its measurements correspond to real user actions.