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Sohu Tech Products
Sohu Tech Products
Jul 16, 2025 · Backend Development

How LLMs Transform Traffic Replay Testing for Backend Services

This article walks through the challenges of traditional traffic replay, explains the design of a conventional replay system, and then details a novel LLM‑powered solution that automates data preparation, script generation, validation, and continuous integration for backend service testing.

AI integrationBackend automationLLM testing
0 likes · 17 min read
How LLMs Transform Traffic Replay Testing for Backend Services
58 Tech
58 Tech
Sep 20, 2019 · Backend Development

Design and Implementation of a Unified Mock Service Platform for the SCF Framework

This article introduces the SQC mock service platform built for the SCF microservice framework, outlines three mock implementation approaches, explains why the third solution was chosen, and details the platform’s architecture, features, and benefits for backend testing and integration.

MicroservicesMockSCF
0 likes · 8 min read
Design and Implementation of a Unified Mock Service Platform for the SCF Framework
Youzan Coder
Youzan Coder
May 31, 2019 · Backend Development

Design and Implementation of the Replay Comparison Engine for Automated Service Regression Testing

The Replay Comparison Engine built by Youzan captures live online requests, replays them against a staging environment, automatically compares responses to spot regression errors, and provides a configurable SDK, server and console that dramatically cut testing cost while boosting coverage and efficiency across its SaaS services.

BackendMicroservicesautomation
0 likes · 13 min read
Design and Implementation of the Replay Comparison Engine for Automated Service Regression Testing