Integration | Thomas Nys

AI architecture requirements - why data quality issues amplify at scale

AI Won't Fix Your Architecture - It Will Amplify It

Technical debt maintenance ratio - 40% of engineering time on yesterday's shortcuts

40% Maintaining, 20% Innovating - The Technical Debt Math Nobody Talks About

Technical debt interest rate - why code shortcuts compound faster than finance

Hidden Cost Multiplier: Technical Debt Compounds Faster Than Financial Debt

Architecture coupling costs - how shared services slow roadmap delivery

Dependencies - Hidden Drags on Progress

Event-driven architecture benefits - reducing coordination overhead in integrations

Event-Driven Architecture - Eliminating Integration Pain

MVP technical debt trap - hidden interest rates on quick launches

Why MVP Thinking Creates Permanent Debt

Irreversible architecture decisions - recognizing one-way doors in system design

The architecture decisions you can't reverse

Integration architecture mistakes - self-inflicted pain from poor API design

Most integration pain is self-inflicted

System dependencies and delivery speed - hidden drags on data team velocity

Dependencies are the hidden drag for your delivery speed

Architecture vs velocity - why faster delivery cannot fix poor foundations

You cannot outrun poor architecture by accelerating delivery