Microservices Resources

Build Your Own Local AI QA Engineer With Docker, Ollama, LibreChat, and Playwright MCP

Learn how to build a completely local AI-powered QA Automation Engineer using Docker, Ollama, Qwen3:8b, LibreChat, and Playwright MCP.

July 30, 2026

by Faisal Khatri

CORE

· 9,254 Views · 2 Likes

What Nobody Tells You About Running AI Models in Docker

At 2 am, a bloated 14GB Docker image with baked-in weights crashed our inference service; externalizing weights and rethinking GPU isolation fixed it.

July 29, 2026

by Pruthvi Raj Seknametla

· 35,001 Views · 3 Likes

From Idle Infrastructure to Elastic Capacity: Rethinking Kubernetes Scaling

As Kubernetes deployments expand across hybrid and multicloud environments, permanently provisioned infrastructure becomes an expensive default. Here's how scale-from-zero aligns capacity with actual demand instead of worst-case scenarios.

July 28, 2026

by DZone Staff

· 12,139 Views · 2 Likes

Microservices Architecture in Production: 7 Engineering Decisions That Determine Success or Failure

Microservices succeed when they're designed with clear service boundaries, reliable communication, independent data ownership, and strong operational practices.

July 28, 2026

by Mahipal Nehra

· 3,199 Views · 4 Likes

Designing Secure REST APIs With Spring Boot

Learn how to secure Spring Boot REST APIs with JWT validation, method-level authorization, input validation, rate limiting, CORS, secure logging, and more.

July 27, 2026

by Srivenkata Gantikota

· 3,449 Views · 2 Likes

Stop Writing If-Else Spaghetti: Architecting Cleaner Java with the Strategy Pattern

Stop writing messy nested conditionals. Learn how to combine Java Enums, Functional Interfaces, and Spring to build a scalable Strategy Pattern.

July 23, 2026

by Rahul Tewari

· 7,785 Views · 4 Likes

Will AI Keep Us Stuck in 2020 Architectures?

AI coding assistants are deeply fluent in current Spring conventions, which raises a real question: does that lock architecture into 2020-era patterns? It turns out, no.

July 21, 2026

by Daniel Sagenschneider

· 3,437 Views · 2 Likes

Reducing CI Execution Time Using Impact-Based Test Selection Across Repositories

CI optimization using Git diff and JGit to selectively run impacted Karate tests, reducing regression execution while preserving safe fallback coverage.

July 21, 2026

by Raakesh Rajagopalan

· 4,165 Views · 1 Like

Designing Scalable Containerized Backend Services

Learn to build high-concurrency relational microservices using Python and Docker, focusing on async connection pooling and state management.

July 17, 2026

by Estefanio Fernando

· 2,686 Views · 2 Likes

Anti-Patterns of Microservices Architecture From Real Production Experience

Microservices don't fix complexity; they shift it to the network. They require strict data, runtime, and business autonomy — not just split codebases.

July 17, 2026

by Ivan Balashov

· 2,702 Views · 1 Like

When AI Agents Call Your Microservices: 5 Assumptions That No Longer Hold

Five assumptions break predictable volume, rare duplicates, human-owned auth, fault-only retries, and log-based debugging, and five targeted fixes address each one.

July 16, 2026

by Maryna Klochkova

· 3,181 Views · 3 Likes

Your Agent Trusts That Wiki. Should It?

AI agents need more than execution correctness. Instruction provenance must be a first-class security property before privileged actions are trusted.

July 16, 2026

by Abhinav Srivastava

· 4,489 Views · 1 Like

Architecting Autonomous Network Ecosystems: From Reactive Monitoring to Agentic AI Orchestration

A strategic blueprint for integrating sophisticated multi-agent systems designed to drive proactive, zero-touch network operations.

July 15, 2026

by Daniel Oh

CORE

· 4,985 Views · 3 Likes

From Bash Script to Operational Triage: What Eight Months of Kubernetes Debugging Taught Me

Finding Kubernetes failures is easy. Knowing where to start is the hard part. Here's what eight months of building taught me.

July 9, 2026

by Shamsher Khan

CORE

· 2,553 Views · 1 Like

Getting Started With RabbitMQ in Spring Boot

Learn RabbitMQ basics with Spring Boot, including exchanges, queues, routing keys, consumers, and Docker Compose in a hands-on example.

July 8, 2026

by Gunter Rotsaert

CORE

· 2,611 Views · 1 Like

Resilience Lost in the Stack: How Abstraction Layers Silently Mask Distributed Systems’ Topology Awareness

The focus is on distributed systems resilience, specifically the integration gap between application abstractions and high-availability infrastructure layers.

July 3, 2026

by Rithra Ravikumar

· 2,411 Views · 1 Like