Product Analytics That Respect Constraints
Batch events, sample wisely, and avoid chatty logs on cellular. Define a minimal event schema before coding. One team cut analytics traffic by ninety percent without losing insight. What single metric best predicts retention in your market? Share and compare approaches.
Product Analytics That Respect Constraints
Run server-driven flags and small A/B tests that work offline. Use fairness checks to avoid skewing against low-bandwidth users. A staggered rollout in two towns surfaced crucial edge cases long before national launch. Tell us how you test ethically under constraints.