Data Engineering Resources

Building a Rate Limiter and Throttling Layer Using Spring Boot and Redis

Learn to build a lightweight, in-app rate limiter using Spring Boot and Redis to prevent API overload, brute-force attacks, and accidental misuse.

September 1, 2025

by Vivek Rajyaguru

· 4,405 Views · 4 Likes

Top Metrics to Watch in Kubernetes

Explore the most impactful Kubernetes metrics that drive better observability, reduce downtime, and help teams scale clusters with confidence.

September 1, 2025

by Vibhuti Sharma

· 4,010 Views · 7 Likes

Enhancing Productivity With RAG-Based GenAI Solutions

Learn how RAG on Amazon Bedrock simplifies content creation by combining data retrieval with generation, how it enhances AI capabilities, and boosts efficiency.

September 1, 2025

by Satrajit Basu

CORE

· 2,678 Views · 2 Likes

The Statistical AI Parrot in Your Sprint

In this article, you will learn why artificial intelligence will not replace your Agile team and why ignoring it is a mistake.

September 1, 2025

by Stefan Wolpers

CORE

· 2,464 Views · 4 Likes

Toward Explainable AI (Part 5): Bridging Theory and Practice—A Hands-On Introduction to LIME

Explainable AI bridges the gap between complex models and real-world accountability, helping teams build trust, ensure compliance, and make smarter decisions.

September 1, 2025

by Frederic Jacquet

CORE

· 2,067 Views · 3 Likes

Why It’s Time to Reevaluate Quality Control Methods in Data Labeling

Are you still using outdated QC methods for data labeling? Find out why it’s time to update your approach and how you can do it for better AI model performance.

August 29, 2025

by Nick Pegg

· 2,343 Views · 2 Likes

Implementing Write-Through Cache for Real-Time Data Processing: A Scalable Approach

Learn how a write-through local cache boosts performance and consistency in high-volume data streams while reducing database load.

August 29, 2025

by Rohith Narasimhamurthy

· 3,558 Views · 3 Likes

Keep Your Search Cluster Fit: Essential Health Checks to Keep Elasticsearch Healthy

A search cluster in top notch state requires frequent monitoring for health stats. Let's look at some health checks to always keep your ES cluster fit.

August 29, 2025

by Govind Singh Rawat

· 2,671 Views · 2 Likes

Integration Testing AI Prompts With Ollama and Spring TestContainers

Spring TestContainers lets you easily test AI prompts in Spring Boot using real Ollama models with a simple annotation setup.

August 29, 2025

by Nguyen Phuc Hai

· 3,592 Views · 8 Likes

Implementing Budget Policies and Budget Limits on Databricks

This guide walks us through the steps to implement Budget policies and Budget Policy limits on Serverless Compute in Databricks to account cost in an effective approach.

August 29, 2025

by Prasath Chetty Pandurangan

· 4,422 Views · 1 Like

Development of System Configuration Management: Handling Exclusive Configurations and Associated Templates

This article details exclusive host configurations, API-based control, templating improvements, logging, metrics, and modular SCM design for flexible system management.

August 29, 2025

by Georgii Kashintsev

· 5,029 Views · 4 Likes

MCP for Agentic Systems: The Missing Protocol for Autonomous AI

To build scalable AI agents, replace custom state logic with MCP to manage the agent's entire lifecycle of planning, tool use, and memory.

August 29, 2025

by Karthik Puthraya

· 2,456 Views · 3 Likes

Toward Explainable AI (Part 4): Bridging Theory and Practice—Beyond Explainability, What Else Is Needed

Explainable AI bridges the gap between complex models and real-world accountability, helping teams build trust, ensure compliance, and make smarter decisions.

August 29, 2025

by Frederic Jacquet

CORE

· 1,713 Views · 5 Likes

Development of System Configuration Management: Building the CLI and API

This article covers advanced development of our custom SCM, focusing on CLI and API design, command execution, and YAML configuration templating.

August 28, 2025

by Georgii Kashintsev

· 2,673 Views · 5 Likes

Beyond Keys and Values: Structuring Data in Redis

In this guide, we focus on designing and choosing the right data structures for Redis to build an efficient, scalable and maintainable caching layer.

August 28, 2025

by Subhashini Raman

· 2,215 Views · 4 Likes

Building Recommendation Engines With AI and SQL

Let's explore how AI and SQL are increasingly integrated to automate recommendation engines, simplifying the process for businesses.

August 28, 2025

by Ramalakshmi Murugan

· 1,727 Views · 1 Like

Practical Guide to Snowflake Performance Tuning With SQL and AI Enhancements

This guide provides hands-on strategies to boost Snowflake performance through smart warehouse configurations, SQL optimizations, and AI-powered features.

August 28, 2025

by munikrishnaiah sundararamaiah

· 1,882 Views · 1 Like

Designing Scalable Ingestion and Access Layers for Policy and Enforcement Data

Build a scalable, low-latency architecture for ingesting and accessing policy and enforcement data using Apache Spark and in-memory data grids.

August 28, 2025

by Pankaj Taneja

· 1,518 Views · 1 Like

How to Understand Emergent Behavior in Agentic AI: Chaos or Intelligence?

Learn about emergent behavior in agentic AI — how LLM-driven agents plan, adapt, and evolve — and the debate over intelligence vs. statistical patterns.

August 28, 2025

by Balajee Asish Brahmandam

· 2,891 Views · 1 Like

Cry and Authenticate How AI is Changing Security

Passwords are broken. AI may soon verify you by emotions, traits, and typing rhythm—offering secure, personal logins but raising big privacy concerns.

August 28, 2025

by Alexander Simonov

· 3,081 Views · 4 Likes

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