Data Engineering Resources

Revamping Real-Time Data Ingestion for Scalable Media Intelligence

AI-augmented microservices streaming architecture (Spring Boot, Kafka, Elasticsearch) to handle 8.64 million real-time media articles per day.

November 25, 2025

by Sindhukumar Rajakumaran

· 1,382 Views

Integrating Lakeflow Connect With PostgreSQL: A Developer’s Complete Hands-On Guide From the Field

Traditional ingestion required custom ETL jobs that were costly to scale and maintain for PostgreSQL. To eliminate that overhead, I wired Lakeflow Connect for PostgreSQL.

November 25, 2025

by Jyoti Kunal Shah

· 8,960 Views

Effective Strategies for AWS Cost Optimization

Proven tips and techniques for optimizing AWS costs, including monitoring usage, setting budgets, and leveraging cost-effective services

November 25, 2025

by Prabhakar Mishra

· 2,611 Views · 1 Like

DevSecConflict: How Google Project Zero and FFmpeg Went Viral For All the Wrong Reasons

The tension between security and open source highlights the struggle over responsibility as AI uncovers vulnerabilities faster than we can respond.

November 24, 2025

by Katie Paxton-Fear

· 6,916 Views · 6 Likes

When Chatbots Go Rogue: Securing Conversational AI in Cyber Defense

Chatbots boost business but pose data risks. Strong security and AI risk management protect trust, compliance, and customer safety.

November 24, 2025

by Arun Goyal

· 2,953 Views · 1 Like

How to Build Real-Time Transaction Monitoring Systems With Streaming Data

Learn how to build real-time transaction monitoring systems with streaming data, exploring architecture, challenges, and best practices.

November 24, 2025

by Meet Deltan

· 3,266 Views · 1 Like

Building a Retrieval-Augmented Generation (RAG) System in Java With Spring AI, Vertex AI, and BigQuery

Build a Java RAG application using Spring Boot, Vertex AI embeddings, BigQuery vector search, and a web UI for interactive PDF-based question answering.

November 24, 2025

by Mohammed Fazalullah Qudrath

· 7,223 Views · 8 Likes

Creating an MCP Client With Spring AI

This blog post outlines the creation of an MCP client using Spring AI, building upon a previously established MCP server.

November 24, 2025

by Gunter Rotsaert

CORE

· 4,868 Views · 2 Likes

The Right to Be Forgotten in Event-Driven Data Products

Using event sourcing to propagate deletes across the data mesh for consistent retention and right-to-be-forgotten compliance.

November 24, 2025

by Murat Balkan

CORE

· 1,528 Views · 2 Likes

Architectural Evidence in Enterprise Java: Making Domain-Driven Design Visible

Use CDI stereotypes + JMolecules annotations to make DDD architecture explicit, enforceable, and testable. This preserves design intent as your Java system evolves.

November 24, 2025

by Otavio Santana

CORE

· 6,401 Views · 4 Likes

Building Multimodal Agents with Google ADK — Practical Insights from My Implementation Journey

AI agents have rapidly evolved to support non-text inputs, unlocking new use cases and enabling seamless human-AI collaboration.

November 21, 2025

by Aakash Sharma

· 3,339 Views · 1 Like

Revolutionizing Supply Chain Optimization with AI-Driven Constraint Programming

AI-driven constraint programming integrates machine learning with optimization to create adaptive, real-time, and efficient supply chain management.

November 21, 2025

by Shrinivas Jagtap

· 2,083 Views · 1 Like

Software Testing in the AI Era - Evolving Beyond the Pyramid

Rethinking the canonical three-tiered software testing pyramid and software quality assurance strategies in the decade of AI

November 21, 2025

by Surbhi Madan

· 2,314 Views · 3 Likes

Deploying a Serverless Application on Google Cloud

Deploy a Python serverless app on Google Cloud Functions with ease. Learn setup, deployment steps, best practices, and how to secure and optimize your function.

November 20, 2025

by Neel Shah

· 2,948 Views · 3 Likes

Advanced Usage of Decodable in Swift: Handling Dynamic Keys

Use DynamicKey to safely decode JSON with unpredictable keys — it avoids fragile if let chains and makes your decoding logic flexible and maintainable.

November 20, 2025

by Ada Kirsch

· 1,482 Views · 1 Like

Beyond Vector Databases: Integrating RAG as a First-Class Data Platform Workload

Architectural framework that integrates RAG deeply into enterprise data platforms through event-driven indexing, multi-layer hybrid retrieval, and governance by design.

November 20, 2025

by Anil kumar Kandalam

· 4,300 Views · 1 Like

Building Smarter Systems: Architecting AI Agents for Real-World Tasks

Event-driven agents use rules, not AI, to build scalable, reactive systems that automate tasks, boost resilience, and reduce complexity

November 20, 2025

by Vinod Veeramachaneni

· 2,186 Views

Iceberg Compaction and Fine-Grained Access Control: Performance Challenges and Solutions

Implementing fine-grained access control on Apache Iceberg can create major performance challenges. Learn how Glue, Redshift, and Athena handle FGAC at scale.

November 19, 2025

by Janani Annur Thiruvengadam

CORE

· 3,363 Views · 2 Likes

Zero Trust in API Gateways: Building Bulletproof Infrastructure With Istio and OPA

Traditional API security is broken. Perimeter defenses can't protect distributed microservices architectures where 83% of web traffic is now API-based.

November 19, 2025

by David Iyanu Jonathan

· 2,886 Views · 2 Likes

Creating an End-to-End ML Pipeline With Databricks and MLflow

This tutorial shows how to build a complete ML pipeline on Databricks using Delta Lake for data management and MLflow for model tracking, registration, and deployment.

November 19, 2025

by harshraj bhoite

· 3,402 Views · 1 Like

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