precise testing

DeWu Technology

Nov 11, 2024 · Backend Development

Precise Testing Platform: Architecture, Recommendation Engine, and Graph Database Implementation

The Precise Testing Platform combines a recommendation engine—featuring a link analyzer, diff analyzer, and knowledge base—to automatically construct detailed method‑call graphs from source code, extract HTTP and Dubbo APIs, handle reflections and inheritance, and store billions of nodes in Nebula Graph, thereby eliminating blind, missed, and redundant tests while boosting coverage and reducing testing costs.

ASTJavabackend development

0 likes · 54 min read

Precise Testing Platform: Architecture, Recommendation Engine, and Graph Database Implementation

DeWu Technology

Nov 27, 2023 · Operations

Precise Testing Platform: Practice, Data, and Insights

A precise testing platform built on AST analysis and a recommendation engine was deployed across four core applications, enabling automated test execution with 100% pass rates, at least 75% service coverage, around 80% precision, early defect interception, and up to one hour per‑iteration time savings while planning further expansion and precision improvements.

ASTcode analysisplatform

0 likes · 11 min read

Precise Testing Platform: Practice, Data, and Insights

Yuewen Technology

Oct 29, 2021 · Backend Development

How Precise Server‑Side Testing Transforms QA: Theory and Real‑World Results

This article examines the shortcomings of traditional regression testing, introduces a precise testing framework that combines black‑box and white‑box techniques, outlines its core principles, evolution steps, and measurement methods, and shares practical outcomes and future directions for server‑side quality assurance.

Code CoverageKnowledge Basebackend testing

0 likes · 9 min read

How Precise Server‑Side Testing Transforms QA: Theory and Real‑World Results

DevOps

Aug 23, 2021 · Fundamentals

Precise Testing: Concepts, Principles, Architecture, and Challenges

The article explains precise testing—a data‑driven approach that maps test cases to source code changes to improve test efficiency, coverage measurement, and impact analysis—while discussing its architecture, implementation methods, benefits, and the practical challenges of adopting it in agile projects.

agile testingimpact analysisprecise testing

0 likes · 9 min read

Precise Testing: Concepts, Principles, Architecture, and Challenges