Data Engineering Resources

Post-AGI Architecture: From the Monolithic Myth to the Paradigm of Augmented Collective Intelligence

This article provides a critical analysis of Gartner’s 2025 innovation vectors, separating the conjecture of superintelligence from industrial reality.

December 17, 2025

by Frederic Jacquet

CORE

· 1,572 Views · 1 Like

The Importance of Critical Thinking in Software Testing

Explore the reasons why critical thinking is important in software testing and learn practical tips to strengthen and apply them effectively.

December 17, 2025

by Faisal Khatri

CORE

· 1,124 Views · 1 Like

Event-Driven Architecture's Dark Secret: Why 80% of Event Streams Are Wasted Resources

Your Kafka topics are bleeding money. Default retention, universal idempotency checks, and unmanaged DLQs waste 80% of event stream resources without anyone noticing.

December 16, 2025

by Dinesh Elumalai

CORE

· 3,220 Views · 8 Likes

Understanding Multimodal Applications: When AI Models Work Together

Multimodal AI systems process multiple data types and their relationships simultaneously. Building multimodal capabilities should be a key focus for modern developers.

December 16, 2025

by Janani Annur Thiruvengadam

CORE

· 1,493 Views · 1 Like

Building Your Tech Career Like Code: A Systematic AI Approach

Instead of chasing job postings, treat your career like engineering a system: analyze data, define requirements, build a roadmap, validate, and measure progress.

December 16, 2025

by Kevin Jeter

· 1,796 Views · 1 Like

Parallel Paths and Possibilities to Gen AI for Developers: The Saga of Two Stacks Unfolded via Building a RAG Application in Tandem

GenAI is reshaping apps, with Python leading in ML, and Java catching up via Spring AI. RAG demos bridge the AI gap with hybrid, scalable, and intelligent solutions.

December 16, 2025

by Soham Sengupta

· 1,300 Views · 1 Like

How Synthetic Data Generation Accelerates the Software Development Lifecycle in the Enterprise

As enterprises move to data orchestration, synthetic data is emerging to enable digital speed. It transforms privacy from a compliance checkbox into a creative force.

December 16, 2025

by Yash Mehta

· 1,176 Views · 1 Like

Building Cost-Efficient ETL with Apache Spark Structured Streaming

Smart tuning of Spark Structured Streaming — auto-scaling, checkpoint management, and efficient file formats — can cut ETL costs nearly in half while improving latency.

December 16, 2025

by harshraj bhoite

· 1,276 Views · 1 Like

AI Data Storage: Challenges, Capabilities, and Comparative Analysis

Deep dive into the storage challenges in AI scenarios, critical storage capabilities, and comparative analysis of storage products.

December 15, 2025

by Rui Su

· 1,838 Views

Streaming vs In-Memory DataWeave: Designing for 1M+ Records Without Crashing

MuleSoft’s default in-memory DataWeave can’t handle million-record files. Streaming solves this by processing data efficiently without OutOfMemory errors.

December 15, 2025

by Sree Harsha Meka

· 1,565 Views · 2 Likes

Escaping the "Excel Trap": Building an AI-Assisted ETL Pipeline Without a Data Team

Escape Excel silos. Use GitHub Copilot to generate Python pipelines that transform static spreadsheets into dynamic dashboards without manual coding.

December 15, 2025

by Dippu Kumar Singh

· 1,879 Views

From Metrics to Action: Adding AI Recommendations to Your SaaS App

Learn how to add AI recommendations to your SaaS app, turning telemetry data into actionable insights for smarter DevOps decisions.

December 15, 2025

by Vasanthi Jangala Naga

· 1,081 Views

The Agent Trap: Why AI's Autonomous Future Might Be Its Biggest Liability

Amid the hype surrounding agentic AI, smart teams must ask if their current systems are deploying flawlessly and consider incremental autonomy.

December 15, 2025

by Igboanugo David Ugochukwu

CORE

· 1,097 Views

Ambient Agentic Systems – A New Era Begins

Real-time context awareness, intuitive interaction, and seamless IoT integration let ambient agentic systems overcome AI's limitations in scalability and UX.

December 15, 2025

by Manish Mishra

· 853 Views

Virtual Threads in JDK 21: Revolutionizing Java Multithreading

The introduction of Virtual Threads in JDK 21 represents a major milestone for Java’s concurrency ecosystem. Understand the basics and best practices in this article.

December 15, 2025

by Jiwan Gupta

· 3,352 Views

ITBench, Part 3: IT Compliance Automation with GenAI CISO Assessment Agent

The CISO Assessment Agent converts natural language compliance requirements into executable policies, enabling organizations to scale security operations.

December 12, 2025

by Yuji Watanabe

· 896 Views · 1 Like

Secrets in Code: Understanding Secret Detection and Its Blind Spots

Even the best secret scanners miss valid tokens in open-source projects. This research shares data and practical tips for safer API-key design.

December 12, 2025

by Jayson DeLancey

· 2,787 Views · 2 Likes

Synergizing Intelligence and Orchestration: Transforming Cloud Deployments with AI and Kubernetes

Leverage AI’s predictive analytics and automation with Kubernetes autoscaling and self‑healing to transform cloud deployments more efficiently.

December 12, 2025

by Sandeep Batchu

· 1,496 Views · 1 Like

Modern Blueprint for Privacy-First AI/ML Systems

Designing ML systems that protect privacy by design through on-device learning, ID-free experimentation, and federated intelligence.

December 12, 2025

by Arun Thomas

· 534 Views · 1 Like

The Tinker and the Tool: Lessons Learned for Using AI in Daily Development

This article explores the necessary philosophical shift and practical workflow adjustments for developers using AI coding assistants. The biggest lesson is that the value of the human engineer has moved entirely to critical thinking and ultimate ownership.

December 12, 2025

by Ioan Tinca

· 608 Views · 1 Like

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