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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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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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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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Deploying Java applications on Arm64 with Kubernetes
Tuning Java on Kubernetes (Arm64): align CPU/memory limits with JVM, use container-aware settings, optimize placement, and leverage OS tuning for better performance.
March 30, 2026
by Dave Neary
· 1,915 Views · 1 Like
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Azure Cosmos DB Playground: Learn and Experiment With Queries in Your Browser
Interactive, browser-based Azure Cosmos DB playground to learn, prototype, and test SQL queries instantly — no setup, installation, or cloud costs required.
March 30, 2026
by Abhishek Gupta DZone Core CORE
· 998 Views
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Scaling AI Workloads in Java Without Breaking Your APIs
Learn how to scale AI inference workloads in Java using async and event-driven patterns, maintaining stable APIs while improving performance and resilience.
March 27, 2026
by Ramya vani Rayala
· 3,881 Views · 3 Likes
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From Stream to Strategy: How TOON Enhances Real-Time Kafka Processing for AI
The TOON data format specifically targets the propagation of structured, validated, and semantically consistent data, thereby reducing ambiguity in real time.
March 27, 2026
by Gautam Goswami DZone Core CORE
· 1,908 Views
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Taming the JVM Latency Monster
For heaps exceeding 50 GB, choose G1 for balanced stability, Shenandoah for <10ms concurrent compaction, or ZGC for terabyte-scale orchestration with <1ms pauses.
March 26, 2026
by Theo Ezell
· 4,200 Views · 5 Likes
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Automating Maven Dependency Upgrades Using AI
Build an AI-driven Maven dependency upgrade pipeline that detects outdated libraries, applies safe updates, generates notes, and auto-creates tested PRs.
March 26, 2026
by Sravan Reddy Kathi
· 3,647 Views · 2 Likes
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When Kubernetes Says "All Green" But Your System Is Already Failing
Learn about how standard cluster observability misses the failure signals that matter most during real incidents, outages, and postmortems.
March 26, 2026
by Shamsher Khan DZone Core CORE
· 3,202 Views
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Document Generation API: How to Automate Personalized Document Creation at Scale
Learn how document generation APIs automate PDF and DOCX creation using templates and JSON data, with real-world use cases and a step-by-step Foxit DocGen implementation.
March 26, 2026
by Jakkie Koekemoer
· 3,148 Views · 3 Likes
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MCP vs Skills vs Agents With Scripts: Which One Should You Pick?
Learn about when to use MCP, skills, and agents with scripts. How are they different from each other and what are they actually meant to be used for.
March 26, 2026
by Vidyasagar (Sarath Chandra) Machupalli FBCS DZone Core CORE
· 3,793 Views · 2 Likes
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Data-Driven API Testing in Java With REST Assured and TestNG: Part 4
Learn how to perform data-driven API automation testing with Rest-Assured using JSON Files and TestNG's @DataProvider annotation.
March 26, 2026
by Faisal Khatri DZone Core CORE
· 3,437 Views
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Stop Writing Slow Pandas Code: Vectorization and Modern Alternatives Explained
Fix slow Pandas code with vectorized operations, proper indexing, and modern tools like Polars or DuckDB for faster, scalable data pipelines.
March 25, 2026
by Ankush Rastogi
· 4,154 Views · 2 Likes
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Beyond “Lift-and-Shift”: How AI and GenAI Are Automating Complex Logic Conversion
Overcome the manual migration wall by using an AI-native stack that combines deterministic parsing and GenAI to automate complex logic conversion.
March 25, 2026
by Rudrendu Paul
· 1,446 Views · 1 Like
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AI Agents vs LLMs: Choosing the Right Tool for AI Tasks
Use an LLM for single-step tasks; use an AI agent when the job needs planning + tool/API orchestration across multiple steps.
March 25, 2026
by Faisal Feroz
· 2,572 Views · 2 Likes
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Data-Driven API Testing in Java With REST Assured and TestNG: Part 3
Learn how to perform data-driven API automation testing with Rest-Assured using CSV Files and TestNG's @DataProvider annotation.
March 25, 2026
by Faisal Khatri DZone Core CORE
· 3,257 Views · 1 Like
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Mastering Serverless Architecture: Event-Driven Design with Azure Functions and Cosmos DB
A comprehensive guide to building serverless event-driven systems using Azure Functions and Cosmos DB, featuring real-world patterns.
March 25, 2026
by Jubin Abhishek Soni DZone Core CORE
· 1,632 Views
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Swift: Master of Decoding Messy JSON
Learn how to decode messy flat JSON in Swift using dynamic CodingKeys, clean models, and custom Decodable logic for scalable, production-ready apps.
March 25, 2026
by Pavel Andreev
· 975 Views
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