Data Engineering Resources

Securing AI-Generated Code: Preventing Phantom APIs and Invisible Vulnerabilities

AI coding tools accelerate delivery but create new security blind spots. Learn how phantom APIs emerge — and what developers can do to catch them early.

January 15, 2026

by Igboanugo David Ugochukwu

CORE

· 2,092 Views · 1 Like

DevSecOps for MLOps: Securing the Full Machine Learning Lifecycle

Why ML systems are uniquely vulnerable to security attacks — and how MLSecOps closes the gaps in data, models, and pipelines.

January 15, 2026

by Igboanugo David Ugochukwu

CORE

· 2,036 Views · 2 Likes

From Aspects to Advisors: Design Modular Cross-Cutting Features with Spring AI

Understand how Spring AI Advisors work and see how Aspect Oriented Programming concepts can be applied when interacting with LLMs.

January 15, 2026

by Horatiu Dan

CORE

· 2,087 Views · 5 Likes

Taming Reinforcement Learning Chaos: An MLOps Architecture for Experiment Management

Reinforcement learning is powerful, but managing thousands of iterations is a nightmare. Here is a practical architecture for building a lightweight experiment system.

January 15, 2026

by Dippu Kumar Singh

· 1,296 Views · 1 Like

Resilient API Consumption in Unreliable Enterprise Networks (TypeScript/React)

Build robust React clients with explicit timeouts, retries, circuit breakers, cancellation, idempotency, and optimistic UI, plus Axios–RTK Query integration guidance.

January 15, 2026

by Hanna Labushkina

· 3,389 Views · 3 Likes

Real-Time Recommendation AI Architecture: Streaming Events and On-Device Ranking

This Android recommendation architecture streams events to the backend and uses on-device ranking to deliver fast, resilient, privacy-aware recommendations.

January 15, 2026

by Mohan Sankaran

· 1,146 Views · 6 Likes

9 Tips for Building Apps to Withstand AI-Driven Bot Attacks

Here are nine tips for app dev teams to strengthen app protections and frustrate AI-driven bot attacks, without harming user experience.

January 15, 2026

by Philip Piletic

CORE

· 1,564 Views · 1 Like

Assist, Automate, Avoid: How Agile Practitioners Stay Irreplaceable

Without a decision system, every task you delegate to AI is a gamble on your credibility and your place in your organization’s product model.

January 15, 2026

by Stefan Wolpers

CORE

· 1,621 Views · 1 Like

Your Product Doesn’t Need Another AI Feature; It Needs an AI Guardrail

Learn why adding AI isn’t always better and how guardrails ensure safe, trustworthy, and user-focused AI features in your products.

January 15, 2026

by Erioluwa Asiru

· 1,086 Views

What Actually Breaks When LLM Agents Hit Production — And How Amazon's Agent Core Fixes It

The future of LLM agents is not better reasoning — it's better engineering. This article explains why and how structured engineering turns agents into reliable systems.

January 14, 2026

by Haymang Ahuja

· 1,275 Views · 1 Like

Designing Chatbots for Multiple Use Cases: Intent Routing and Orchestration

Effective multi-use-case chatbots depend on strong intent routing, context-aware orchestration, tailored LLM parameters, and evaluation.

January 14, 2026

by Vinayak Prasad

· 4,387 Views · 1 Like

Reducing the Cost of Agentic AI: A Design-First Playbook for Scalable, Sustainable Systems

Explore how design-first architecture reduces the cost of Agentic AI by preventing unbounded reasoning and unnecessary agent execution.

January 14, 2026

by Devdas Gupta

· 1,418 Views · 1 Like

Unit Testing SQL Queries Across Multiple Database Platforms

A practical guide with SQL Testing Library and type-safe contracts using Pydantic models that validate types, constraints.

January 14, 2026

by Gurmeet Saran

· 8,616 Views · 3 Likes

How to Secure a Spring AI MCP Server with an API Key via Spring Security

Discover how to protect your Spring AI MCP server with an API key, including clear instructions, sample code, and recommended security practices.

January 14, 2026

by Horatiu Dan

CORE

· 3,895 Views · 7 Likes

Integrating Retrieval-Augmented Generation (RAG) With Agentic AI: Harnessing Elasticsearch Vector Databases for Enterprise AI Systems

A practical overview of using retrieval-augmented generation and agentic AI with Elasticsearch to build reliable, enterprise-ready LLM systems.

January 14, 2026

by Devdas Gupta

· 2,572 Views · 2 Likes

Revisiting the 7 Rs of Cloud Migration with Real-World Examples

An in-depth analysis of cloud migration strategies, examining how different approaches apply to individual scenarios using real-world enterprise examples.

January 13, 2026

by Atish Kumar Dash

· 1,650 Views · 1 Like

Architecting a Production-Ready GenAI Service Desk

Building a GenAI chatbot for IT support is easy. Building one that actually solves tickets is hard. Here is a blueprint to boost resolution rates using GenAI.

January 13, 2026

by Dippu Kumar Singh

· 1,561 Views

Your Next Customer Is a Bot

E-commerce brands lose billions annually to cart abandonment, with over 70% of checkouts left unfinished. A new technology, Agentic AI, is here to solve this.

January 13, 2026

by Akash Lomas

· 1,440 Views · 1 Like

Optimizing Financial Data Pipelines: Accelerating OneStream-to-Snowflake Exports by 85%

A case study on optimizing financial data pipelines by refactoring legacy SQL batch inserts into a "Stage and Copy" architecture.

January 13, 2026

by Sridhar Mannava

· 948 Views · 3 Likes

MCP Servers Are Everywhere, but Most Are Collecting Dust: Key Lessons We Learned to Avoid That

Teams rushing to build MCP servers are discovering that enthusiasm doesn’t translate into usefulness. This article unpacks why and how to make your MCP server valuable.

January 13, 2026

by Thomas Johnson

CORE

· 2,634 Views · 4 Likes

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