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Latest Articles - DZone

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Selenium Test Automation Challenges: Common Pain Points and How to Solve Them
Selenium adoption is easy; scaling is hard. Use explicit waits, Page Object Model, and stable locators. Treat test infrastructure as a real engineering investment.
February 2, 2026
by Oliver Howard
· 1,320 Views · 2 Likes
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How Audiences Become Addressable in Programmatic Advertising: Identity, Data Flows, and Addressability
This article begins a series examining how identity functions in programmatic advertising, how audiences become addressable, and why common metrics fail.
February 2, 2026
by Sagar Ganapaneni
· 1,128 Views
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ML Performance Monitoring Metrics: A Simple Guide for Every Model Type
This article gives a clear, beginner-friendly overview of which metrics to monitor for different types of ML models, with small, easy examples.
February 2, 2026
by Sevinthi Kali Sankar Nagarajan
· 1,561 Views
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From Test Automation to Autonomous Quality: Designing AI Agents for Data Validation at Scale
Autonomous quality uses AI agents to detect subtle data behavior shifts early, scaling trust beyond what traditional test automation can achieve.
February 2, 2026
by Sandip Gami
· 2,820 Views · 3 Likes
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Building Real-Time KPI Intelligence with Self-Service BI: From Static Dashboards to Proactive Control Systems
This article explains how to build real time, self service KPI intelligence that shifts teams from passive reporting to proactive, automated decisions.
February 2, 2026
by Laxmi Vanam
· 1,050 Views
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A Generic MCP Database Server for Text-to-SQL
A YAML-driven, secure, and scalable framework that enables accurate text-to-SQL queries across PostgreSQL, MySQL, Snowflake, Redshift, and more.
February 2, 2026
by Baskar Sikkayan
· 2,096 Views · 2 Likes
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Modern Vulnerability Detection: Using GNNs to Find Subtle Bugs
Move beyond regex-based scanning; learn how graph neural networks and Code Property Graphs analyze true data flow to eliminate SAST false positives.
February 2, 2026
by Rahul Karne
· 10,036 Views
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Mastering Fluent Bit: Developer Guide to Routing to Prometheus (Part 13)
This intro to mastering Fluent Bit covers the first pattern for developers routing telemetry pipeline metrics to Prometheus, with hands-on examples.
February 2, 2026
by Eric D. Schabell DZone Core CORE
· 1,116 Views
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From LLMs to Agents: How BigID is Enabling Secure Agentic AI for Data Governance
BigID leverages agentic AI to move beyond traditional LLMs, enabling secure, autonomous data discovery, governance, and real-time decision-making at enterprise scale.
January 30, 2026
by Satish Gaddipati
· 1,788 Views · 1 Like
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Testcontainers Explained: Bringing Real Services to Your Test Suite
Testcontainers enables realistic integration testing with broad language support while balancing fidelity, performance, and nuanced adoption strategies.
January 30, 2026
by Ammar Husain DZone Core CORE
· 1,577 Views · 2 Likes
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ToolOrchestra vs Mixture of Experts: Routing Intelligence at Scale
Learn about two fundamental architectural patterns reshaping how we build intelligent systems. Explore ToolOrchestra, Mixture of Experts (MoE), and other AI patterns.
January 30, 2026
by Vidyasagar (Sarath Chandra) Machupalli FBCS DZone Core CORE
· 2,027 Views · 1 Like
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Ralph Wiggum Ships Code While You Sleep. Agile Asks: Should It?
AI makes code cheap, not thinking. When cost disappears, Agile principles supply discipline so teams don’t build the wrong thing faster at scale with AI.
January 30, 2026
by Stefan Wolpers DZone Core CORE
· 2,047 Views · 1 Like
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Essential Techniques for Production Vector Search Systems, Part 3: Filterable HNSW
Proven techniques for production vector search, including when to use each one, how to combine them effectively, and trade-offs to understand before deployment.
January 30, 2026
by Pavan Vemuri DZone Core CORE
· 1,562 Views · 2 Likes
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TPU vs GPU: Real-World Performance Testing for LLM Training on Google Cloud
H100 GPUs are best for flexibility, fast iteration, and custom CUDA work. TPU v5p wins on GCP for large-scale LLM training with better cost efficiency and scaling.
January 30, 2026
by Jubin Abhishek Soni DZone Core CORE
· 3,566 Views
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Automating TDD: Using AI to Generate Edge-Case Unit Tests
This article demonstrates a "Threat-Model-First" workflow where we use AI not just to write code, but to aggressively attack our logic before we implement it.
January 30, 2026
by Nikita Kothari
· 1,998 Views
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Designing Irreversible Security Release at Hyper-Scale: Lessons Learned From Things You Can’t Undo
Engineers rely on rollback to keep systems stable—but sometimes it isn’t possible. This article explores irreversible changes and why baking and testing matter.
January 30, 2026
by Arun Anbumani
· 1,014 Views
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Mentorship in Modern Engineering Teams: The ROI Question in the Age of AI
This article combines practical mentoring experience with an analysis of how AI alters the junior career path, focusing on what teams should realistically expect today.
January 30, 2026
by Daniel Gonik
· 1,211 Views
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Modernizing Applications with the 7 Rs Strategy – A CTO's Guide
The 7 Rs framework helps you choose the smartest path to modernize every application, reduce legacy risk, and align your tech stack with future business goals.
January 29, 2026
by Pranay Parmar
· 2,294 Views · 1 Like
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Preventing Cache Stampedes at Scale
High-concurrency systems — especially retail, travel, ticketing, or any “hot product” scenarios — often face cache stampedes (aka "thundering herd", "dogpiling"). Here's a practical pattern for managing concurrent data requests.
January 29, 2026
by Vikas Mittal
· 1,526 Views
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Reliable AI Agent Architecture for Mobile: Timeouts, Retries, and Idempotent Tool Calls
Ship reliable mobile agents: timeout everything, retry by error class, persist steps across restarts, and require idempotency keys for write tools.
January 29, 2026
by Mohan Sankaran
· 1,851 Views · 6 Likes
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