The article explains why traditional load testing struggles with modern, scalable infrastructures and shows how integrating sidecar containers into Kubernetes can simplify traffic capture, enrich replay data, reduce operational overhead, and enable more realistic, automated load‑testing pipelines.
This article describes how an online education quality team leverages real user traffic capture, side‑car replication via Nginx access logs, business model construction, traffic replay, diff comparison, and platform‑level services to improve CI/CD efficiency, performance testing, and overall service reliability.
This article explains how an online education quality team uses real user traffic to build a comprehensive platform that improves CI/CD maturity, automates testing, captures and replays traffic, and provides scalable services for continuous quality and efficiency across the entire development lifecycle.
Gaode’s TestPG platform solves full‑link load‑testing bottlenecks by unifying traffic capture with Iflow, converting logs into standardized corpora via a Flink pipeline, and applying corpus‑intelligence that extracts seasonal feature statistics and predicts distributions for precise, feature‑level throttling, enabling faster, more reliable testing and future autonomous optimization.
