Architecture | Thomas Nys

Data product definition - distinguishing real products from deliverables

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

Vendor lock-in architecture risk - when tool choices limit data strategy

If all you have is a hammer, everything looks like a nail.

AI governance visibility gap - tracking deployed tools across the organization

Most teams can't even list the AI tools they've deployed.

AI ROI reality - why solid data architecture beats hype-driven investments

Hype doesn't deliver ROI. Solid architecture does.

DataOps SysOps collaboration - resolving ownership conflicts between teams

Friction between DataOps and SysOps isn't about tools.

Architecture delivery velocity - why slow teams have design problems not people problems

Your architecture is how you deliver.

AI foundation requirements - poor architecture blocks AI success at scale

AI doesn't kill architecture. Bad architecture kills AI

Data strategy execution failure - why boardroom visions fail in production

Most Data Strategies die in a slide deck.