Huolala Tech

Aug 20, 2025 · Backend Development

How We Rebuilt Our Code Coverage Platform for Real‑Time, Multi‑Language Insight

This article details the redesign of a code coverage platform, introducing a Kafka‑centric real‑time data stream, language‑agnostic contracts, non‑intrusive agents for Java and PHP, fine‑grained multi‑dimensional analysis, and interactive visualizations that dramatically improve testing efficiency and coverage accuracy.