Data Engineering Resources

Building V1 Gen-AI Products at Scale: Technical Product Patterns That Work

Shipping Gen-AI V1 requires modular systems, grounding, evaluation, and infrastructure planning, treating it as a product, not a prototype.

July 3, 2025

by Shiva Chandrashekher

· 1,719 Views · 1 Like

Why Traditional CI/CD Falls Short for Cloud Infrastructure

CI/CD works great for stateless apps–but infra isn’t stateless. It’s live, interconnected, and hard to roll back when things go sideways.

July 3, 2025

by Aharon Twizer

· 4,874 Views · 2 Likes

Stabilizing ETL Pipelines With Airflow, Presto, and Metadata Contracts

Silent data drift broke our metrics, errors, just lies. We fixed it with schema contracts, validation, lineage, and loud failures. Now, trust is engineered.

July 2, 2025

by BEVERLY DSOUZA

· 2,649 Views · 2 Likes

Parallel Data Conflict Resolution in Enterprise Workflows: Pessimistic vs. Optimistic Locking at Scale

Locking isn’t backend trivia, it’s UX, trust, and system integrity. Smart enterprises blend optimistic and pessimistic locks to scale collaboration.

July 2, 2025

by Naga Tirumala Rao Chillapalli

· 3,123 Views · 3 Likes

Deploying LLMs Across Hybrid Cloud-Fog Topologies Using Progressive Model Pruning

Deploying LLMs at the edge is hard due to size and resource limits. This guide explores how progressive model pruning enables scalable hybrid cloud–fog inference.

July 2, 2025

by Sam Prakash Bheri

· 2,350 Views · 1 Like

Top NoSQL Databases and Use Cases

Listing Top NoSQL databases in use nowadays, with a comprehensive comparison, and also the main proposed uses for each one to help to decide which is the best for you

July 2, 2025

by Wallace Espindola

· 6,282 Views · 3 Likes

MCP and The Spin-Off CoT Pattern: How AI Agents Really Use Tools

I’ve read many articles explaining what MCP is, but none explore how AI actually handles these server interactions under the hood.

July 2, 2025

by Pier-Jean MALANDRINO

CORE

· 1,856 Views · 3 Likes

Why API-First Frontends Make Better Apps

Design API-first frontends that scale—bind live data, handle real states, and customize without code bloat. Build faster, maintain smarter.

July 2, 2025

by David Brown

CORE

· 2,524 Views · 4 Likes

Vibe Coding: Conversational Software Development — Part 1: Introduction

Explore vibe coding: an AI-driven, natural language approach to rapid software development, enabling fast prototyping, automation, and creative problem-solving.

July 2, 2025

by Gaurav Gaur

CORE

· 4,072 Views · 3 Likes

Microservice Madness: Debunking Myths and Exposing Pitfalls

The belief that "microservices eliminate dependencies" has probably caused more harm to our industry than the 2008 financial crisis did to finance!

July 2, 2025

by Thomas Hansen

CORE

· 2,958 Views · 7 Likes

Reducing Hallucinations Using Prompt Engineering and RAG

Using prompt engineering as a tool to reduce hallucinations with LLMs. This is one of the methodologies I used with LLM to output the desired information.

July 2, 2025

by Pranav Kumar Chaudhary

· 2,761 Views · 3 Likes

Docker Model Runner: A Game Changer in Local AI Development (C# Developer Perspective)

Explore how C# developers can use Docker Model Runner to run AI models locally, reduce setup time, and integrate OpenAI-compatible APIs into their apps.

July 2, 2025

by Naga Santhosh Reddy Vootukuri

CORE

· 5,439 Views · 3 Likes

Reinforcement Learning in CRM for Personalized Marketing

Reinforcement learning (RL) enables CRM systems to build adaptive marketing strategies that optimize not only immediate response but also long-term customer value (CLV).

July 2, 2025

by Sergei Berezin

· 2,035 Views · 2 Likes

Replacing Legacy Systems With Data Streaming: The Strangler Fig Approach

Modernize legacy systems without the risk of a full rewrite. Strangler Fig + data streaming enables scalable, real-time transformation.

July 1, 2025

by Kai Wähner

CORE

· 1,634 Views · 4 Likes

A Keycloak Example: Building My First MCP Server Tools With Quarkus

Learn to build an MCP server for Keycloak. The article shows how to create a Model Context Protocol (MCP) server for Keycloak using Quarkus and Goose CLI.

July 1, 2025

by Shaaf Syed

· 3,392 Views · 5 Likes

Ethical AI for Product Owners and Product Managers

In this article, we discuss ethical AI for Product Owners and Product Managers and how to balance AI’s potential with its product discovery and delivery risks.

July 1, 2025

by Stefan Wolpers

CORE

· 1,233 Views · 4 Likes

Zero-Click CRM: The Future of Predictive Customer Management With Autonomous AI

Zero-Click CRM is a new stage in the development of AI-CRM systems, where artificial intelligence independently predicts and initiates interaction with the client.

July 1, 2025

by Sergei Berezin

· 1,934 Views · 2 Likes

The Death of REST? Why gRPC and GraphQL Are Taking Over

REST isn't dead, but it's no longer the default. gRPC dominates internal microservice communication with 60% faster response times and 75% smaller payloads.

July 1, 2025

by Igboanugo David Ugochukwu

CORE

· 4,459 Views · 7 Likes

Microservices for Machine Learning

Learn how I scaled my ML-powered finance tracker by breaking a monolithic design into microservices for better performance, maintainability, and deployment.

July 1, 2025

by Ramya Boorugula

· 1,755 Views

Jakarta EE 11 and the Road Ahead With Jakarta EE 12

Jakarta EE 11 modernizes enterprise Java with record and virtual thread support. Jakarta EE 12 expands this with Jakarta NoSQL, MVC, and the new Jakarta Query.

July 1, 2025

by Otavio Santana

CORE

· 5,689 Views · 4 Likes

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