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Latest Articles - DZone

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Inside Zero Downtime Option (ZDO): When It Works and When It Doesn’t
ZDO can deliver near-zero downtime for S/4HANA upgrades, but only if all prerequisites are perfectly met; otherwise, it quickly reverts to a standard downtime upgrade.
April 1, 2026
by Deepika Paturu
· 2,906 Views
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DocumentDB on Kubernetes
Securely connect to a MongoDB DocumentDB replica set in Kubernetes using mongosh with credentials retrieved dynamically from Kubernetes secrets for direct access.
April 1, 2026
by Abhishek Gupta DZone Core CORE
· 2,961 Views
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Reliability Is Security: Why SRE Teams Are Becoming the Frontline of Cloud Defense
In cloud systems, reliability and security are the same problem — security changes can cause outages, and attacks often appear as operational issues.
March 31, 2026
by Oreoluwa Omoike
· 3,408 Views · 1 Like
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Building a Video Evidence Layer: Moment Indexing With Timecoded Retrieval
Learn the Moment Indexing Pattern to build a Video Evidence Layer using OCR and ASR that provides verifiable, timecoded answers for knowledge management.
March 31, 2026
by Punitha Ponnuraj
· 2,105 Views · 2 Likes
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Kubernetes Autoscaling: What Breaks Under Real Traffic
Under real production traffic, Kubernetes autoscaling can struggle with delayed metrics, startup latency, and downstream pressure.
March 31, 2026
by Ankush Madaan
· 2,459 Views · 2 Likes
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Designing Production-Grade AI Tools: Why Architecture Matters More Than Models
Many AI tools fail in production not because of model quality, but due to architectural decisions around retries, cost control, observability, and multi-tenant safety.
March 31, 2026
by Aditya Gupta
· 1,529 Views · 1 Like
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When AI Crashes: Classifying Failure Modes in Safety-Critical Software
AI fails silently in safety-critical systems — classify failures and enforce safety with voting, OOD detection, and a Simplex-style deterministic override.
March 31, 2026
by Rahul Karne
· 10,138 Views · 1 Like
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Memory Optimization and Utilization in Java 25 LTS: Practical Best Practices
Memory optimization in the latest Java is more about controlling allocation, choosing the right GC, and measuring real behavior under load.
March 31, 2026
by Muhammed Harris Kodavath
· 2,641 Views · 5 Likes
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Edge + GenAI: The Architecture Behind Instant Digital Experiences
Discover how GenAI at the edge unlocks real time digital experiences with low latency intelligence, responsive architecture, and next level customer engagement.
March 31, 2026
by Jyothsna devi
· 1,147 Views · 1 Like
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Shipping GenAI Into an Existing App: How to Integrate AI Features Without Rewriting Your Stack
Learn a repeatable pattern for safely adding GenAI to existing apps. Choose workflows, define contracts, handle latency, build fallbacks, and roll out with telemetry.
March 31, 2026
by Naga Santhosh Reddy Vootukuri DZone Core CORE
· 1,671 Views · 2 Likes
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Building a Deterministic Event Correlation Engine in Go for High-Volume Alert Systems
Design a deterministic event correlation engine so the same alerts always produce the same incidents, no matter arrival order or runtime.
March 31, 2026
by Akshay Pratinav
· 1,136 Views · 1 Like
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Getting Started with Gemini Agents: Build a Data-Connected RAG Agent using Vertex AI Agent Builder
Build a production-ready RAG agent using Gemini and Vertex AI Agent Builder to query your private data with high accuracy and speed.
March 31, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,220 Views
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Queues Don't Absorb Load — They Delay Bankruptcy
Queues hide overload. Without back-pressure, limits, and scaling, lag just grows until failure. Bound queues, alert on lag, fail fast, and plan capacity.
March 30, 2026
by David Iyanu Jonathan
· 1,608 Views · 2 Likes
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Scaling Kafka Consumers: Proxy vs. Client Library for High-Throughput Architectures
Scaling Apache Kafka consumption requires new patterns; proxy layers and client libraries offer practical solutions for high-throughput.
March 30, 2026
by Kai Wähner DZone Core CORE
· 1,345 Views · 3 Likes
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A Practical Guide to Multi-Agent Swarms and Automated Evaluation for Content Analysis
This guide builds a Strands multi-agent content analysis system — powered by Ollama Llama 3.1 — with LLM-as-judge scoring for correctness and relevance.
March 30, 2026
by Anil Malakar
· 1,531 Views · 1 Like
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The "Bus Factor" Risk in MongoDB, MariaDB, Redis, MySQL, PostgreSQL, and SQLite
Ever wonder what would happen to an open source database project in case its main developers “get hit by a bus?" That’s what the “bus factor” measures.
March 30, 2026
by Alejandro Duarte DZone Core CORE
· 2,941 Views · 2 Likes
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Data-Driven API Testing in Java With REST Assured and TestNG: Part 5
Learn how to perform data-driven API automation testing with REST Assured using Excel Files and TestNG's @DataProvider annotation.
March 30, 2026
by Faisal Khatri DZone Core CORE
· 1,252 Views · 2 Likes
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A Developer’s Guide to Integrating Embedded Analytics
Embedded analytics implementations deliver in-context insights within everyday tools—while introducing integration, governance, and performance challenges for developers.
March 30, 2026
by Philip Piletic DZone Core CORE
· 1,674 Views
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Beyond Static Checks: Designing CI/CD Pipelines That Respond to Live Security Signals
CI/CD pipelines miss runtime risk. Learn how to integrate real-time security signals into deployment decisions for safer, context-aware releases.
March 30, 2026
by Raghava Dittakavi DZone Core CORE
· 1,332 Views
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Migrating Legacy Microservices to Modern Java and TypeScript
Incremental strangler fig migration — containerize first, route traffic gradually, and validate with shadow mode testing.
March 30, 2026
by Venkata Sandeep Dhullipalla
· 2,507 Views
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