Data Engineering Resources

Building Production-Grade GenAI on GCP with Vertex AI Agent Builder

GenAI is easy to prototype but hard to productionize. Vertex AI Agent Builder provides a unified platform for RAG, orchestration, security, and scalable deployment.

May 25, 2026

by Sairamakrishna BuchiReddy Karri

· 1,999 Views

LLM Agents and Getting Started with Them

As LLM agents take the center stage in 2026, let's discuss what are LLM agents and how to get started with creating one.

May 25, 2026

by Harshita Asnani

· 1,594 Views

A Deep Dive into Tracing Agentic Workflows (Part 1)

Agentic systems fail silently — loops, hallucinations, corrupted state. You can't debug or improve what you don't trace.

May 22, 2026

by VIVEK KATARYA

· 3,191 Views · 1 Like

What Nobody Tells You About Multimodal Data Pipelines for AI Training

Hard lessons from building multimodal data pipelines at scale — the unglamorous work where most AI projects quietly fall apart.

May 22, 2026

by Yunfei Zhao

· 2,538 Views

Why AI-Generated Code Breaks Your Testing Assumptions

AI generates code faster than tests can cover. Coverage stays green while gaps grow. Treat AI code as untested by default and scale testing to match generation speed.

May 22, 2026

by Oliver Howard

· 2,978 Views

From Data Movement to Local Intelligence: The Shift from Centralized to Federated AI

Centralized AI moves data to models; federated AI moves models to data — enabling real-time, privacy-preserving learning across distributed systems.

May 22, 2026

by Jitendra Bafna

· 2,175 Views · 1 Like

How to Prevent Data Loss in C#

Building reliable text-based PII redaction means solving many independent problems at once. We'll address those challenges and learn some solutions.

May 22, 2026

by Brian O'Neill

CORE

· 1,802 Views

Liquibase: Database Change Management and Automated Deployments

Liquibase automates schema versioning and deployment via changelogs, enabling version-controlled, rollback-ready migrations with tracking for DevOps pipelines.

May 22, 2026

by Suman Basak

· 2,227 Views

Why Knowing Your LLM Hallucinated Is Not Enough

"Hallucinated: true" tells you something went wrong. Typed detection tells you which subsystem failed, why it failed, and how to fix it.

May 22, 2026

by Praveen Kumar Myakala

· 1,855 Views · 1 Like

How Retry Storms Crash API-Led Systems: Bounded Reliability Patterns for Distributed Architectures

Unbounded retries and autoscaling can turn minor latency into cascading outages. API reliability must be bounded and load-aware to prevent retry storms.

May 22, 2026

by Manjeera Chanda

· 2,755 Views

11 Agentic Testing Tools to Know in 2026

This article is a review of tools used to autonomously plan, generate, maintain, and execute tests.

May 22, 2026

by Alvin Lee

CORE

· 2,902 Views

AWS Managed Database Observability: Monitoring DynamoDB, ElastiCache, and Redshift Beyond CloudWatch

Three AWS managed databases, three dashboards, and one cascade you can only trace by hand. This guide fills the gap CloudWatch leaves open.

May 22, 2026

by Damaso Sanoja

· 4,165 Views · 1 Like

Stop Poisoning Your Models: How I Built a CV Dataset Quality Toolkit I Can Reuse Forever

CV data issues keep recurring. I built cv-quality — a toolkit to audit datasets, catch annotation errors, find mislabeled samples, and streamline labeling.

May 22, 2026

by Sai Teja Erukude

· 4,472 Views

Edge Computing in Utility IoT: Two Architecture Patterns That Actually Work

In this article, we break down edge architecture patterns that fit modern utility infrastructure when power flows both ways.

May 22, 2026

by Yevheniia Mala

· 4,181 Views

Why We Chose Iceberg Over Delta After Evaluating Both at Scale

Delta often performs better for Spark workloads, while Iceberg tends to be stronger for a multi-engine environment. The right choice depends on your platform use case.

May 21, 2026

by Kuladeep Sandra

· 2,588 Views

Architecting Petabyte-Scale Hyperspectral Pipelines on AWS

Learn how to overcome serverless bottlenecks to process and route petabyte-scale hyperspectral agricultural data on AWS.

May 21, 2026

by Anil Bodepudi

· 3,692 Views

Self-Hosted Inference Doesn’t Have to Be a Nightmare: How to Use GPUStack

GPUStack is an open-source tool that turns a bunch of scattered GPU machines into one managed cluster for deploying AI models behind an OpenAI-compatible API.

May 21, 2026

by Sandeep Sadarangani

· 4,135 Views · 1 Like