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Java Web Project
Java Web Project
Jan 11, 2026 · Backend Development

Why Your Spring @Transactional Fails: 7 Common Pitfalls and How to Fix Them

This article analyzes seven typical reasons why Spring transactions become ineffective or fail to roll back—such as wrong method visibility, final modifiers, self‑invocation, unmanaged beans, multithreading, non‑transactional tables, mis‑configured propagation or exception handling—and provides concrete code examples and practical solutions.

AOPBackendJava
0 likes · 21 min read
Why Your Spring @Transactional Fails: 7 Common Pitfalls and How to Fix Them
Java Web Project
Java Web Project
Jan 4, 2026 · Backend Development

Unlock Spring 6 & Boot 3: Virtual Threads, Declarative HTTP, and GraalVM Native Images

This article walks through the core upgrades in Spring 6 and Spring Boot 3—raising the JDK baseline, adopting Project Loom virtual threads, using the new @HttpExchange declarative client, standardizing error responses with ProblemDetail, compiling to GraalVM native images, and adding Prometheus monitoring—while providing concrete code examples, performance numbers, and a step‑by‑step migration roadmap.

Cloud NativeJava 17Spring
0 likes · 8 min read
Unlock Spring 6 & Boot 3: Virtual Threads, Declarative HTTP, and GraalVM Native Images
Java Web Project
Java Web Project
Dec 28, 2025 · Industry Insights

Which AI Coding Assistant Wins? A Deep Comparison of Copilot, CodeWhisperer, Tabnine, and More

This article systematically compares seven AI‑powered coding assistants—GitHub Copilot, Amazon CodeWhisperer, Tabnine, Tongyi Lingma, CodeGeeX, Bito, and Codeium—by detailing their features, ideal scenarios, installation steps, advantages, limitations, and practical outcomes to help developers choose the right tool for their projects.

AI coding assistantsAmazon CodeWhispererBito
0 likes · 7 min read
Which AI Coding Assistant Wins? A Deep Comparison of Copilot, CodeWhisperer, Tabnine, and More
Java Web Project
Java Web Project
Dec 25, 2025 · Databases

How to Super‑Optimize Druid Connection Pool in Spring Boot for Production

This guide walks through preparing the environment, fine‑tuning core Druid parameters, managing connection lifecycles, building a monitoring stack, hardening security, detecting leaks, applying advanced runtime tweaks, and avoiding common pitfalls to achieve stable, high‑performance database pooling in Spring Boot.

Connection PoolDruidmonitoring
0 likes · 12 min read
How to Super‑Optimize Druid Connection Pool in Spring Boot for Production
Java Web Project
Java Web Project
Dec 7, 2025 · Databases

What Makes TiDB a NewSQL Powerhouse? A Deep Dive into Architecture, Features, and Use Cases

This article analyzes TiDB as a distributed NewSQL database, explaining the evolution from traditional SQL to NoSQL and NewSQL, detailing TiDB's core components, elastic scaling, ACID transactions, HTAP capabilities, high‑availability design, compatibility with MySQL, real‑world use cases, and its limitations compared to conventional databases.

HTAPHigh AvailabilityMySQL compatibility
0 likes · 24 min read
What Makes TiDB a NewSQL Powerhouse? A Deep Dive into Architecture, Features, and Use Cases
Java Web Project
Java Web Project
Nov 28, 2025 · Operations

How to Build a Simple Jenkins‑Maven‑Git CI/CD Pipeline from Scratch

This step‑by‑step guide shows how to set up a three‑server environment with GitLab, Jenkins, and a test machine, configure Git repositories, create a Spring Boot project in IntelliJ, install Maven and SSH Publisher plugins in Jenkins, and automate building, packaging, and deploying a JAR file via SSH while handling cleanup and port conflicts.

CI/CDGitJenkins
0 likes · 12 min read
How to Build a Simple Jenkins‑Maven‑Git CI/CD Pipeline from Scratch
Java Web Project
Java Web Project
Nov 27, 2025 · Artificial Intelligence

How Spring AI Alibaba Admin Overcomes Enterprise AI Agent Deployment Pain Points

Spring AI Alibaba Admin addresses three major engineering obstacles—inefficient prompt debugging, unreliable AI quality assessment, and opaque production operations—by providing a full AI agent lifecycle platform with versioned prompt management, dataset versioning, flexible evaluator configuration, experiment automation, and end‑to‑end observability.

AI AgentEnterprise AIObservability
0 likes · 10 min read
How Spring AI Alibaba Admin Overcomes Enterprise AI Agent Deployment Pain Points
Java Web Project
Java Web Project
Nov 25, 2025 · Industry Insights

What the 2025 Stack Overflow Survey Reveals About the Hottest Languages, Databases, and AI Tools

The 2025 Stack Overflow Developer Survey of over 90,000 respondents shows JavaScript still leads as the most popular language, PostgreSQL overtakes MySQL as the top database, Zig tops the high‑salary list, while ChatGPT and GitHub Copilot dominate AI tool usage, and developers anticipate workflow changes within a year.

2025AI toolsDatabases
0 likes · 6 min read
What the 2025 Stack Overflow Survey Reveals About the Hottest Languages, Databases, and AI Tools