Skill UI

This guide provides methods for cost tuning and optimization for Linktree services. It addresses how high API usage from link views, clicks, and analytics queries can lead to unnecessary expenses. Techniques include implementing robust caching mechanisms (e.g., 5-min TTL for profiles, 15-min polling interval for analytics), client-side event aggregation, and auditing plan tiers to ensure efficient resource utilization and budget adherence.

This expert framework guides users through the systematic process of conducting rigorous A/B tests and growth experiments. It covers all stages: formulating strong hypotheses, selecting appropriate metrics (primary, secondary, guardrail), calculating necessary sample sizes, and choosing the best implementation method (client-side vs. server-side). Use this when planning to compare two versions or build a systematic growth experimentation program.