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Latest Articles - DZone

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A Pattern for Intelligent Ticket Routing in ITSM
Manual ticket routing is a hidden tax on IT efficiency. Here is an architectural pattern for using Logistic Regression and Skype status APIs to automate this.
February 10, 2026
by Dippu Kumar Singh
· 1,426 Views
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Designing a Real-Time Data Activation Platform Using Segment CDP, Databricks, and Iterable
We rebuilt a failing activation stack as a governed platform using Segment, Databricks, and Iterable, reducing incidents and enabling safer self-service.
February 10, 2026
by Shweta Puri
· 841 Views
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Query-Aware Retrieval Routing for Analytics on AWS: When to Use Redshift, OpenSearch, Neptune, or Cache
Use a query router for LLM analytics — Redshift (KPIs), OpenSearch (definition), Neptune (lineage), and Cache (repeats) — to improve accuracy, latency, and costs.
February 10, 2026
by Anusha Kovi DZone Core CORE
· 1,217 Views · 1 Like
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Secure Multi-Tenant GPU-as-a-Service on Kubernetes: Architecture, Isolation, and Reliability at Scale
GPU-as-a-Service makes it easier to share accelerators, but it also raises concerns about isolation and security. This introduces a secure Kubernetes architecture.
February 10, 2026
by Harvendra Singh
· 2,029 Views
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Jakarta Data in Jakarta EE 12 M2: From Repositories to a Unified Data Access Model
Jakarta Data in Jakarta EE 12 M2 extends the EE 11 repository model with stateful operations, unified querying, and SQL/NoSQL alignment for domain-centric data access.
February 10, 2026
by Otavio Santana DZone Core CORE
· 1,385 Views · 1 Like
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Jakarta Query: Unifying Queries in a Polyglot Persistence World, the News on Jakarta EE 12 M2
Jakarta Query unifies queries across Jakarta Persistence, Data, and NoSQL, with common and relational levels to simplify polyglot persistence in EE 12 M2.
February 10, 2026
by Otavio Santana DZone Core CORE
· 1,739 Views
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The New Testing Pattern: Standardizing Regression for Cloud Migrations
Migrating legacy monolithic systems to the cloud is risky. Here is a proven pattern for automating regression testing at scale by replaying production traffic.
February 9, 2026
by Dippu Kumar Singh
· 1,227 Views
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Context Engineering Is a Must-Learn Skill: Here's How Everyone Can Master It
Learn context engineering to build better AI apps. This guide covers key techniques, practical examples, and resources to master this essential AI skill.
February 9, 2026
by Rambabu Bandam
· 2,742 Views · 1 Like
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Distributed Systems and Cloud Efficiency: A Deep Dive
Cloud cost is a distributed systems failure mode. This article explains how to make it observable, prevent waste, and manage spend as an operational metric.
February 9, 2026
by David Iyanu Jonathan
· 851 Views
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Building a Self-Healing Observability System with AWS Bedrock AgentCore
This article explains how to build a self-healing observability system with AWS Bedrock AgentCore using AI agents to analyze and remediate infrastructure issues.
February 9, 2026
by Lakshmi Narayana Rasalay
· 1,920 Views
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Agentic DataOps With Guardrails: MCP and MWAA for Pipeline Incident Response
Treat MWAA failures like incident response. Use MCP for safe, bounded tools and a human-approved, audited, validated DAG trigger.
February 9, 2026
by Anusha Kovi DZone Core CORE
· 830 Views · 1 Like
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An AI-Driven Architecture for Autonomous Network Operations (NetOps)
NetOps teams often face a skills gap when troubleshooting complex infrastructure. This article presents an automation pattern for an AI co-pilot for incident response.
February 9, 2026
by Dippu Kumar Singh
· 1,865 Views
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Next-Level Persistence in Jakarta EE: How We Got Here and Why It Matters
From JPA to Jakarta Data and NoSQL, Jakarta EE embraces store-agnostic repositories and polyglot persistence in the enterprise Java model.
February 9, 2026
by Otavio Santana DZone Core CORE
· 1,665 Views · 2 Likes
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Agile’s AI-Driven Paradigm Shift
Agile’s AI-driven paradigm shift is here. “Good enough Agile” provides an income or perspective. Will you adapt—or fall behind?
February 9, 2026
by Stefan Wolpers DZone Core CORE
· 5,406 Views · 3 Likes
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Model Context Protocol Vs Agent2Agent: Practical Integration with Enterprise Data
MCP is production-ready for LLM-to-tool integration; A2A enables emerging multi-agent collaboration. They complement, not compete, and neither replaces Spark or Airflow.
February 9, 2026
by Ram Ghadiyaram DZone Core CORE
· 2,011 Views · 1 Like
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Understanding AI Agent Types:Guide to 8 Modern AI Architectures
A guide to eight AI agent types with implementations, real-world use cases, and selection framework. Learn about LCM, HRM, LAM, SLM, VLM, LRM, MOE, and GPT architectures.
February 6, 2026
by Ram Ghadiyaram DZone Core CORE
· 3,659 Views · 1 Like
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Building Modern Full-Stack Python Applications: MVC Architecture Meets Enterprise-Ready Python
Explore how MVC architecture and modern Python tooling (uv, Ruff, mypy) enable enterprise-ready full-stack development with practical FastAPI + Flet examples.
February 6, 2026
by Craig Oda DZone Core CORE
· 3,238 Views · 4 Likes
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Enabling Single-Sign-On in SaaS Application
Single sign-on plays an important role in enhancing the security of your application. Let's deep dive into implementing SSO in an Angular-based web application.
February 6, 2026
by Jiwan Gupta
· 1,564 Views
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The Real Cost of DevOps Backup Scripts
Backup scripts are one way to protect data, but are they the most secure backup solution? Let’s explore the potential alternatives.
February 6, 2026
by Milosz Jesis
· 727 Views
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The Self-Healing Directory: Architecting AI-Driven Security for Active Directory
Active Directory is the heartbeat of the enterprise, and a favorite target of attackers. Here is an architectural pattern for AI-driven anomaly detection and remediation.
February 6, 2026
by Dippu Kumar Singh
· 1,198 Views
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