Data Architecture | Thomas Nys

Building data platforms for technology instead of teams

Building data platforms for technology instead of teams

Event-driven architecture coordination tradeoffs

Event-driven architecture coordination tradeoffs

AI-Ready Means Data-Ready

AI-Ready Means Data-Ready

Data mesh implementation challenges - why decentralization recreates silos

Data Mesh vs Reality - Why Silos Return

Data trust crisis - why executives ignore analytics and rely on gut instinct

The Data Trust Paradox - Why 67% Don't Believe

Shadow data productivity cost - hidden hours lost to ungoverned spreadsheets

Shadow Data Costs Your Team 8-9 Hours/Week

Dashboard trust problems - why data definition gaps kill executive adoption

The Dashboard Nobody Trusted

Data quality ownership crisis - why 77% rate quality average or worse

Data Quality Crisis - 77% Admit Failure

Data product definition - distinguishing real products from deliverables

Do you actually know what a "data product" is?

DataOps SysOps collaboration - resolving ownership conflicts between teams

Friction between DataOps and SysOps isn't about tools.