Data Engineering Resources

Exploring MCP, A2A, and Functional Calling: The Modern Innovations for Enterprise LLM Architecture

MCP, A2A, and functional calling are crucial for next-generation AI ecosystems. Learn more about integrating these approaches in your organizational AI strategies.

November 14, 2025

by Damodhara Reddy Palavali

· 1,699 Views · 1 Like

Databricks vs Snowflake: Complete Architecture Mapping for Enterprise AI and Big Data

This guide maps core data, big data, and AI/ML concepts between Databricks and Snowflake, with examples, diagrams, and a framework for choosing or combining the two.

November 13, 2025

by Ram Ghadiyaram

CORE

· 7,417 Views · 7 Likes

Versioned Caching: A Practical Pattern for High-Performance Lookup Data

A practical guide to versioned caching for static lookup data using cache-control headers, local storage, and data version synchronization between client and server.

November 13, 2025

by Artsiom Lazouski

· 1,871 Views · 1 Like

AI SDLC Transformation, Part 1: Where to Start?

Learn how to successfully adopt AI in software delivery by measuring transformation, starting small, and creating AI-ready processes and teams.

November 13, 2025

by Orkhan Gasimov

· 3,940 Views · 3 Likes

DocumentDB Goes Cloud-Native: Introducing the DocumentDB Kubernetes Operator

Deploy, manage, and scale DocumentDB on Kubernetes with the new open-source DocumentDB Operator — cloud-native, PostgreSQL-based, and MongoDB-compatible.

November 13, 2025

by Abhishek Gupta

CORE

· 3,064 Views · 2 Likes

Facilitate AI-Human Architectural Thinking

Three pillars of the thinking framework: landscape view, decisional view, and structural view — an effective architectural modeling approach.

November 12, 2025

by Sean Gu

· 4,391 Views · 2 Likes

The Terraform State Locking Migration You Need to Know About: Moving Beyond DynamoDB

What's happening: HashiCorp is deprecating DynamoDB-based state locking for Terraform's S3 backend. Native S3 locking is the new standard.

November 12, 2025

by kazeem mohammed

· 3,947 Views · 2 Likes

Compose Architecture, Done Right: MVI’s Unidirectional State vs. MVVM

TL;DR: Compose wants one-way data and a single UiState. MVI delivers that-fewer surprises, cleaner tests, and explicit effects.

November 12, 2025

by Mohan Sankaran

· 2,077 Views · 6 Likes

How to Map PostgreSQL JSON Data Types in Java Using asentinel-orm

Convert between custom Java types and database types using the Spring framework's ConversionService, particularly for JSON entity attributes.

November 12, 2025

by Horatiu Dan

CORE

· 2,858 Views · 5 Likes

From Developer to AI Teammate: Building an Agentic Automation Prototype

Transform repetitive developer workflows into an intelligent, AI-powered teammate using LangChain, retrieval-augmented generation (RAG), and lightweight automation loops.

November 12, 2025

by Sayan Chatterjee

· 1,866 Views · 2 Likes

A Developer's Guide to Mastering Docker Networking Concepts

Learn the basics of creating Docker networks, the default network, and how to use Docker Compose to simplify the process of local development.

November 12, 2025

by Akaash Vishal Hazarika

· 3,243 Views · 5 Likes

GitLab CI/CD for Tenant-Specific ML Governance: Automating Model Registries in Databricks Unity Catalog on AWS

Automate multi-tenant ML governance in Databricks with GitLab CI/CD, ensuring secure, compliant model registration, validation, and deployment.

November 12, 2025

by Ankur Mahida

· 16,386 Views · 4 Likes

AI Code Refactoring: Principles, Techniques, and Benefits

Refactoring enhances code quality, performance, and maintainability using AI to automate improvements. Key principles are readability, modularity, and efficiency.

November 12, 2025

by Mitchell Jhonson

· 1,947 Views · 2 Likes

The DSPM Paradox: Perceived Controls for an Uncontrollable Data Landscape

You can't stop every burglar, but you can ensure your valuables are in a safe they can't crack. Why DSPM tools create an illusion of control in modern data security.

November 12, 2025

by Hamid Akhtar

· 1,308 Views

A Growing Security Concern: Prompt Injection Vulnerabilities in Model Context Protocol Systems

Prompt injection can make AI assistants a privilege‑escalation risk. Learn attack patterns and layered defenses: isolation, sanitization, validation.

November 11, 2025

by Janani Annur Thiruvengadam

CORE

· 2,269 Views · 4 Likes

Gatherers in Java: What They Are and Why They Matter

With Stream API, developers could only customize terminal operations using Collector. Stream Gatherers allow developers to define custom intermediate operations.

November 11, 2025

by Ammar Husain

CORE

· 5,094 Views · 8 Likes

Creating an MCP Server With Spring AI

This article provides a step-by-step guide to creating a Model Context Protocol (MCP) server using Spring AI and explains the advantages of using MCP.

November 11, 2025

by Gunter Rotsaert

CORE

· 5,236 Views · 6 Likes