EngineeringInsights

Deep dives into data engineering, AI implementation, and cloud architecture from our team of senior engineers

18 Articles

Weekly Updates

18 articles

Machine Learning

data engineering

Dec 13, 2025

5 min

PostgreSQL HA in 2 Hours: How AI Agents Are Changing the game

The Ask: Production-grade HA without a DBA on payroll

Kubernetes in 4 Hours: How AI Agents Are making us Jack of All Trades

Not casually. Seriously. I've read the official docs cover to cover. I've watched KubeCon talks. I've spun up minikube clusters that worked for exactly 37 minutes before some networking gremlin destroyed everything. I've stared at kubectl get pods showing CrashLoopBackOff ....

The Cloud Bill That Breaks Startups: A Survival Guide

Every AI startup faces the same brutal economics: You need to validate your models before raising serious capital, but cloud GPU costs will burn through your runway before you prove product-market fit

Real-Time Shopping Recommendations in 150ms: Building a Modern E-Commerce Discovery Engine

How we built a production-grade product recommendation system that turns natural language into personalized product bundles faster than you can blink.

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Data Engineering

Burnside Project Engineering

Oct 24, 2025

5 min

Building a 90-Second Credit Card Approval System: A Real-Time Architecture Case Study

How we designed a production-grade, event-driven approval pipeline that processes credit applications in under 90 seconds while maintaining 99.9% reliability

Built an architecture for instant approvals backend

Designed an architecture that makes intelligent decisions in milliseconds - perfect for fraud detection, approvals, and access control.

Building a Production-Ready Data Pipeline on AWS: A Practical Guide

How we built a scalable clickstream analytics pipeline that processes 500GB/day while cutting costs by 70%

How to Turn Your Data Into a Revenue Engine

Building Enterprise-Grade Real-Time Alert Systems: From Equipment Failures to Fraud Detection

Transform your business operations with intelligent, automated alerting that keeps you ahead of critical issues.

Proof-in-Minutes Lakehouse

Agentic Code Discovery & Analysis

From Coders to Conductors!

Would You Give an AI Agent Access to Your Database?

We're making enterprise data pipelines 10x cheaper (and actually maintainable)

We're making enterprise data pipelines 10x cheaper

Agentic Coding with Claude Code

The agentic coding is not giving random instructions and hoping the agent gets it right. It’s about building a solid plan, providing clear content and testing with intent.

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