4x data platform builder.
I've walked into organizations with no pipelines, no warehouse, no governance — and left them with decision support systems, data-literate teams, and infrastructure that runs independently.
I start with what's broken, not what's trending.
Every engagement begins with the business problem. What decisions can't you make? What data don't you trust? The architecture follows from that — not from a vendor's feature list.
I've built enough to know when not to.
Not every problem needs a custom system. Some need a managed service. Some need three scripts and a scheduler. I match the solution to the problem, budget, and the team running it.
Governance goes into the schema, not after the audit.
Data ownership, metadata contracts, lineage, access controls — these are architecture decisions. They belong in the first design conversation, not in a remediation sprint six months later.
If this is how you'd want it done,
tell me what's actually broken.