Huolala Tech

May 8, 2025 · Operations

Building a Scalable Evaluation Platform for Loading/Unloading Point Recommendations

This article describes how Huolala created a data‑driven, automated testing platform to evaluate and improve loading and unloading recommendation points, covering background challenges, a multi‑layer evaluation framework, offline and online testing methods, metric design, result analysis, smart alerting, and future CI/CD integration.