Microservices Resources

Runtime Formula Evaluation With MVEL Library in Spring Boot

Learn how to use MVEL in Spring Boot to move business rules into the database, reduce deployments, and support dynamic runtime calculations.

June 16, 2026

by Erkin Karanlık

· 2,794 Views

Building a Multi-Agent Orchestration Capability: Architecture and Code Walkthrough

An architectural pattern where multiple specialized AI agents collaborate through a central orchestrator and leverage tools to solve complex user objectives.

June 16, 2026

by Narendra Lakshmana gowda

· 1,465 Views

Operationalizing Enterprise AI at Scale: Architecture, Governance, and Adoption

Enterprise AI success depends on scalable architecture, governance automation, AI operations, observability, and developer-first enablement strategies.

June 12, 2026

by Aravind Nuthalapati

CORE

· 3,036 Views · 3 Likes

A Spring Boot App With Half the Startup Time

Learn how Project Leyden and AOT caching can cut Spring Boot startup time in half, improving Kubernetes scaling and application responsiveness.

June 12, 2026

by Sven Loesekann

· 4,255 Views · 3 Likes

Architecting Proactive IT: NinjaOne Remote Monitoring and Management

Transforming from reactive IT support to proactive infrastructure management requires platforms built on modern architectural principles.

June 12, 2026

by Stelios Manioudakis

CORE

· 3,364 Views · 2 Likes

Beyond REST: Architecting High-Density Agentic Microservices With MCP and WASI-NN

REST APIs waste tokens. UMA uses MCP to bridge agents to local Wasm/WASI-NN, slashing costs and latency by replacing raw data with deterministic, executable intent.

June 12, 2026

by Nabin Debnath

· 2,712 Views

Combining Temporal and Kafka for Resilient Distributed Systems

Kafka handles durable event streaming while Temporal manages long-running workflow state, retries, and recovery to build resilient distributed systems.

June 9, 2026

by Akhil Madineni

CORE

· 2,496 Views · 2 Likes

Frame Buffer Hashing for Visual Regression on Embedded Devices

Learn how frame buffer hashing reduced visual regression storage from 18GB to 19KB while speeding up CI and eliminating flaky image diffs.

June 9, 2026

by Rajasekhar sunkara

· 5,266 Views

How to Interpret the Number of Spring ApplicationContexts in Integration Tests

When optimizing Spring Boot integration tests, developers often focus on obvious metrics, but they do not always explain why an integration test suite is slow.

June 8, 2026

by Constantin Kwiatkowski

· 2,548 Views · 1 Like

The Middleware Gap in AI Agent Frameworks

Most agent frameworks observe model calls and allow rewriting them only after they reach the model, making an understanding of callbacks and middleware essential.

June 8, 2026

by Ninaad Rao

CORE

· 2,279 Views · 4 Likes

Is the Data Warehouse Dead? 3 Patterns From Enterprise Architecture That Answer This Question

No, but its role has fundamentally changed. Here is what I have seen work, after building data platforms at enterprise scale across multiple industries.

June 5, 2026

by Nabarun Bandyopadhyay

· 5,183 Views · 1 Like

Why Your Test Automation Is Always Behind the Code And the Architecture That Fixes It

Most QA teams are stuck in a manual scripting loop. Here's the requirement-driven architecture that eliminates the coverage gap permanently.

June 5, 2026

by Waqar Hashmi

· 3,801 Views

Multi-Scale Feature Learning in CNN and U-Net Architectures

Multi-scale feature learning helps CNNs and U-Net models combine global context with fine details, improving accuracy in tasks like image segmentation.

June 3, 2026

by Akhil Madineni

CORE

· 1,940 Views · 2 Likes

Data Contracts as the "Circuit Breaker" for Model Reliability

AI models do not fail due to bad coding; they fail due to an upstream change in the input. Combine contracts with circuit breakers to stop bad data from entering models.

June 1, 2026

by SRIRAMPRABHU RAJENDRAN

· 2,302 Views

How SaaS Architectures Break at Scale — and the Engineering Decisions That Prevent It

A practical guide to SaaS architecture decisions that determine whether platforms scale cleanly or collapse under technical debt, security, and growth pressure.

June 1, 2026

by Igboanugo David Ugochukwu

CORE

· 1,701 Views · 1 Like

Offline-First Patch Management for 10,000 Edge Nodes: A Practical Architecture That Scales

How we stopped fighting the network and started treating bandwidth as a scarce resource — and what happened to our patch success rate when we did.

June 1, 2026

by srinivas thotakura

· 1,732 Views

Implementing Secure API Gateways for Microservices Architecture

Use Kong as an API gateway to centralize JWT auth, rate limiting, and access control across all microservices, keeping individual services focused on business logic.

May 29, 2026

by Mugunth Chandran

· 4,593 Views · 3 Likes

Zero-Downtime Deployments for Java Apps on Kubernetes

Achieve zero-downtime deployments for Java applications on Kubernetes using rolling updates, readiness/liveness probes, and graceful shutdown strategies.

May 29, 2026

by Ramya vani Rayala

· 4,704 Views

Pragmatica Aether: Let Java Be Java

A modern, distributed, fault-tolerant runtime environment for the language that was intentionally designed for managed environments.

May 29, 2026

by Sergiy Yevtushenko

· 4,662 Views · 1 Like

Stateless JWT Auth Microservice Architecture With Spring Boot 3 and Redis Sentinel

Design a stateless JWT auth service with Spring Boot 3, Redis caching, and Sentinel for high availability, faster token validation, and reduced DB load.

May 27, 2026

by Erkin Karanlık

· 4,353 Views · 1 Like

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