What a Broken POC Taught Me About Data Platform Encapsulation
Lessons learnt from a POC
Technology leader focused on data platforms, cloud delivery, and turning ideas into working systems
I’m a technology leader and hands-on engineer specialising in data platforms, cloud infrastructure, and delivery. I work at the intersection of strategy and execution — helping organisations turn ideas, proofs of concept, and complex requirements into systems that actually run, scale, and deliver value.
My background spans enterprise environments, fast-moving teams, and consulting engagements, where clarity, pragmatism, and trust matter as much as technical skill.
Data platforms & analytics — designing and delivering modern data stacks that are robust, understandable, and maintainable
Cloud & infrastructure — pragmatic use of cloud services with an emphasis on reliability, cost awareness, and operational simplicity
Delivery & execution — bridging the gap between design, engineering, and business outcomes
Proofs of concept that survive reality — building POCs that anticipate change, not just demos that look good on day one
I’m comfortable operating at multiple levels:
Zooming out to understand why something is being built
Zooming in to unblock delivery, review architecture, or write code when needed
Communicating clearly with both technical and non-technical stakeholders
I value calm execution, clear ownership, and systems that people can actually run after the consultants leave.
I occasionally write about lessons learned from real projects, particularly where theory meets the messiness of real environments.
You can find selected pieces in the Writing section.
Lessons learnt from a POC
Why senior PMs need to understand data architecture.