Frameworks Resources

Bridge observability gaps in Spring Boot 4 by injecting Micrometer Trace IDs via SQL comments and propagating context through Kafka.

May 15, 2026

by ha dinh thai

· 2,393 Views · 1 Like

The Update Problem REST Doesn't Solve

Does your backend know the difference between {} and {"email": null}? It's vital if you want the correct data. Missing fields and explicit nulls carry different intent.

May 14, 2026

by Jan Nilsson

· 3,671 Views · 1 Like

Monitoring Spring Boot Applications with Prometheus and Grafana

Demonstrates how to expose Spring Boot metrics with Prometheus and build Grafana dashboards to track memory usage and error rates for production-grade Java services.

May 11, 2026

by Ramya vani Rayala

· 1,895 Views · 1 Like

Stop Guessing, Start Seeing: A Five -Layer Framework for Monitoring Distributed Systems

A five-layer monitoring framework that reduces alert noise, improves observability, and helps teams trace customer issues to root cause faster in real systems.

May 11, 2026

by Prashant Pathak

· 1,934 Views · 2 Likes

When Angular APIs Return 200 but the Frontend Is Already Failing Users

HTTP 200 can lie, validate payloads in your RxJS pipe, convert failures to real errors, and never let shareReplay cache bad data permanently.

May 8, 2026

by Bhanu Sekhar Guttikonda

CORE

· 1,922 Views · 2 Likes

How AI Is Rewriting Full-Stack Java Systems: Practical Patterns with Spring Boot, Kafka and WebSockets

Decouple heavy processing with Spring Boot, Kafka, and WebSockets: AI consumers analyze events asynchronously, while WebSockets deliver real-time insights to users.

May 8, 2026

by Ramya vani Rayala

· 2,723 Views · 1 Like

Comparing Top Gen AI Frameworks for Java in 2026

A practical, in-depth comparison of the top Generative AI frameworks for Java in 2026: Genkit Java, Spring AI, LangChain4j, and Google ADK

May 7, 2026

by Xavier Portilla Edo

CORE

· 3,257 Views · 2 Likes

Top JavaScript/TypeScript Gen AI Frameworks for 2026

A practical, in-depth comparison of the top generative AI frameworks in 2026, coming from someone who has built with all of them.

May 6, 2026

by Xavier Portilla Edo

CORE

· 2,566 Views · 2 Likes

Difference Between EnvironmentObject, StateObject, ObservedObject and Observable

Master SwiftUI state management. Learn the exact differences between EnvironmentObject, StateObject, ObservedObject, and the Observable macro in this guide.

May 6, 2026

by Pavel Andreev

· 2,040 Views · 1 Like

Spring Boot Done Right: Lessons From a 400-Module Codebase

Apereo CAS is one of the largest open-source Spring Boot applications in production. Learn about seven battle-tested patterns from its codebase that will improve yours.

May 5, 2026

by Dmitriy Kopylenko

· 2,247 Views · 5 Likes

Setting Up Claude Code With Ollama: A Guide

Claude Code is a terminal-based AI coding assistant by Anthropic that can integrate with Ollama for local model inference.

May 5, 2026

by Gunter Rotsaert

CORE

· 2,987 Views · 3 Likes

Evolving Spring Boot APIs to an Event-Driven Mesh

Learn to transform Spring Boot REST APIs into an event-driven architecture by utilizing Kafka, RabbitMQ, or NATS to enhance scalability, resilience, and responsiveness.

May 5, 2026

by Lavi Kumar

· 1,487 Views · 1 Like

Integrating AI-Driven Decision-Making in Agile Frameworks: A Deep Dive into Real-World Applications and Challenges

AI + Agile boosts workflows via adaptability, retrospectives, and automation. Biggest gains come with human oversight, despite skills gaps and lack of standards.

May 4, 2026

by Abhijit Roy

· 2,232 Views · 2 Likes

Performance Optimization Techniques in Flutter 3.41 for Mobile App Development

Flutter 3.41 continues to improve rendering efficiency and developer tooling, but building high-performance mobile apps still depends on how developers structure the UI.

May 4, 2026

by Muhammed Harris Kodavath

· 1,553 Views · 2 Likes

Building Fault-Tolerant Kafka Consumers in Spring Boot Using Retry, DLQ, and Idempotent Code Patterns

Retry transient failures, route poison messages to a DLQ, and deduplicate with a DB table three layers that turn a fragile Kafka consumer into a fault tolerant one.

May 4, 2026

by Mallikharjuna Manepalli

· 2,181 Views · 1 Like

How to Log HTTP Incoming Requests in Spring Boot

In this article, you will learn how to log incoming requests in Spring Boot, using the class CommonsRequestLoggingFilter, through some simple configuration steps.

May 1, 2026

by Mario Casari

· 2,630 Views · 3 Likes

End-to-End Event Streaming With Kafka, Spring Boot and AWS SQS/SNS (Production-Ready Code Guide)

Kafka streams it, SNS fans it out, and SQS decouples it — three platforms, one resilient event pipeline wired together with Spring Boot.

April 30, 2026

by Mallikharjuna Manepalli

· 2,368 Views · 3 Likes

The LLM Selection War Story: Part 3 - Decision Framework Through Failure Tolerance

Stop choosing LLMs by accuracy benchmarks. Three production case studies reveal why selecting models were based on their failure patterns.

April 28, 2026

by Dinesh Elumalai

CORE

· 2,411 Views · 2 Likes

Revolutionizing Scaled Agile Frameworks with AI, MuleSoft, and AWS: An Insider’s Perspective

AI + MuleSoft + AWS enhance SAFe with automated insights, better integration, and smarter DevOps—guided by human judgment.

April 22, 2026

by Abhijit Roy

· 2,564 Views

SPACE Framework in the AI Era: Why Developer Productivity Metrics Need a Rethink Right Now

AI coding tools boost commit metrics, but hide deeper issues. Learn how the SPACE framework reveals real developer productivity beyond traditional DevOps metrics.

April 21, 2026

by Sreejith Velappan

· 2,798 Views

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