Data Engineering Resources

Understanding MCP Architecture: LLM + API vs Model Context Protocol

PDF chatbot demo comparing LLM+API vs MCP: direct calls are simple for one app; MCP adds a server layer for tool discovery, reuse, and standardization.

May 1, 2026

by Sanjay Mishra

· 4,594 Views · 3 Likes

How to Log HTTP Incoming Requests in Spring Boot

In this article, you will learn how to log incoming requests in Spring Boot, using the class CommonsRequestLoggingFilter, through some simple configuration steps.

May 1, 2026

by Mario Casari

· 2,631 Views · 3 Likes

Unlocking Smart Meter Insights with Smart Datastream

Platform turning complex smart meter data into usable, real-time insights via APIs — enabling scalable analytics, efficiency, and smarter energy decisions.

May 1, 2026

by Muhammad Rizwan

· 2,487 Views · 18 Likes

Designing a Production-Grade Multi-Agent LLM Architecture for Structured Data Extraction

Find out how a multi-agent LLM system overcomes the unreliability of single-LLM extraction when processing large volumes of documents for structured data.

May 1, 2026

by Haricharan Shivram Suresh Chandra Kumar

· 2,635 Views

6 Integration Patterns That Look Good on Paper and What Happens When They Hit Production

This article explores six commonly used enterprise integration patterns, the real world risks and the practical controls to build resilient systems.

May 1, 2026

by Priyanka Jayavel

· 2,059 Views · 1 Like

Generate Random Test Data in PostgreSQL

Learn how to use PostgreSQL to generate random data for testing purposes, and use PL/pgSQL to automatically insert random values into your database tables.

May 1, 2026

by arvind toorpu

CORE

· 2,212 Views

From SDLC to ADLC in AI

AI development breaks traditional SDLC rules. Learn why ADLC, outcome-driven iteration, and continuous feedback are key to scaling AI in enterprises.

May 1, 2026

by Adam Mattis

· 1,969 Views

Clean Code: Concurrency Patterns, Context Management, and Goroutine Safety, Part 5

Context first, goroutines need exit paths, channels over mutexes for coordination — and always run go test -race before shipping.

May 13, 2026

by Vladimir Yakovlev

· 1,626 Views · 1 Like

How AI Is Transforming Software Engineering and How Developers Can Take Advantage

AI is transforming software development by increasing speed, but developers still provide the judgment needed to build good software.

April 30, 2026

by Satyam Nikhra

· 2,195 Views

Inside What Actually Breaks in Large-Scale S/4HANA Conversions (And How to Prevent It)

Custom ABAP breaks silently in S/4HANA familiar tables like BKPF/BSEG and MKPF/MSEG are gone and your code won't know until it returns nothing.

April 30, 2026

by Deepika Paturu

· 1,603 Views

End-to-End Event Streaming With Kafka, Spring Boot and AWS SQS/SNS (Production-Ready Code Guide)

Kafka streams it, SNS fans it out, and SQS decouples it — three platforms, one resilient event pipeline wired together with Spring Boot.

April 30, 2026

by Mallikharjuna Manepalli

· 2,380 Views · 3 Likes

AI Agents for DevOps on Kubernetes Need Real Engineering, Not Magic

Kubernetes incident triage: OpenTelemetry → Kafka → CrewAI → RBAC scale. DORA 2024: 75% AI use, 39% low trust. AI correlates, humans approve changes.

April 30, 2026

by Abdul Majid Qureshi

· 2,275 Views

5 Ways Azure AI Search Enhances Enterprise RAG Architectures

Azure AI Search enhances RAG through hybrid search, semantic reranking, and enterprise-grade security for scalable production AI apps.

April 30, 2026

by Jubin Abhishek Soni

CORE

· 3,257 Views

The LLM Selection War Story: Part 4 - Your Production Failure Testing Suite

Which LLM is safe for production? This testing suite measures real failure rates across medical, financial, and code review applications. Complete code included.

April 29, 2026

by Dinesh Elumalai

CORE

· 2,180 Views

Beyond Big Data: Designing Agentic Data Pipelines for AI Workloads

Learn how agentic data pipelines go beyond big data to power modern AI workloads with autonomous decision-making, real-time adaptability, and intelligent data.

April 29, 2026

by Liza Kosh

· 2,559 Views

The Dual Write Problem: What Looks Safe in Code but Breaks in Production

The dual write problem is one of the most common consistency issues in distributed systems. There are four patterns to resolve this.

April 29, 2026

by Vineet Bhatkoti

· 1,965 Views · 1 Like

Exploring Databricks Genie: Conversational Analytics with Unity Catalog

We explore how users can now ask questions to understands business insights than writing queries and analyzing the business patterns.

April 29, 2026

by Junaith Haja

· 1,744 Views

Modernizing Cloud Data Automation for Faster Insights

Transform cloud data operations with automated ingestion, scalable ELT processing, and Zero-ETL simplicity for rapid insights.

April 29, 2026

by Sandeep Batchu

· 2,073 Views

What AWS Kiro Matters for Agentic Development

AWS Kiro is a high-speed communication fabric for AI agents, enabling sub-millisecond coordination and persistent memory management.

April 29, 2026

by Jubin Abhishek Soni

CORE

· 2,159 Views

Designing Intelligent AI Systems for Tax Anomaly Detection

A real intelligent AI system automatically detects anomalies, irregularities, and potential fraud by leveraging hybrid architectures and explainable predictive models.

April 29, 2026

by Sowjanya Karri

· 2,096 Views · 1 Like

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