Analytics & BI
Structure data for decisions, not just queries
Good data modeling is invisible — bad modeling shows up in every dashboard, every metric inconsistency, every late-night re-run. We design data models that are correct, performant, and built to outlast individual analysts.
What we deliver
Kimball-style dimensional models for analytics workloads — facts, dimensions, and conformed grain.
Where source volatility or audit needs demand it — Data Vault 2.0 patterns and hybrid approaches.
A single, versioned definition of every business metric — accessible to BI tools, AI agents, and notebooks.
Audit and refactor existing models that have drifted into something nobody wants to touch.
How we work with you
Three typical ways we engage on data modeling — adapted to your scope, timeline, and team.
Audit existing models and recommend a refactor plan.
Build the dimensional models and semantic layer for a domain.
Stand up a versioned, governed metric definitions layer.
Tools & technologies
We work with industry-standard tooling and open standards — no proprietary lock-in.
Related services
Let's talk
Share the shape of your initiative and we'll respond within one business day with a tailored point of view — and the names of the senior people who would lead the work.
