Diagnose your data org
in 3 questions.
Every architecture crisis has the same fingerprints. Let's find yours.
How many teams file tickets to access data each week?
From spaghetti
to topology.
The same data. The same teams. Completely different operating model — and completely different velocity.
The central data team becomes the single point of failure. Every product team waits. Every analyst files tickets. Velocity compounds downward.
90 days from
bottleneck to platform.
Payments domain went first. 6 weeks to first data product. 12 weeks to measurable org-wide velocity lift.
BEFORE → AFTER
90-DAY PILOT TIMELINE
Identify first domain owner, map existing data assets, define data product contracts.
Data platform scaffolding, observability hooks, ownership metadata schema deployed.
Domain team ships first self-serve data product. Analyst access without tickets.
SLO dashboard live, ticket volume measured, mesh ROI documented.
Three orgs.
One pattern.
Different stacks, different sizes. Same bottleneck. Same solution.
280 engineers
Single Snowflake warehouse, 1 data eng team of 4, 200 tickets/wk
6 domain teams, self-serve data products, 12 tickets/wk
Data Mesh Readiness Scorecard
A 24-point diagnostic PDF to self-assess your org's mesh readiness. Used by 340+ engineering leaders.
The org on
the other side.
What your engineering org looks like 6–18 months after full federation. This is the end state we engineer toward.
Book a Mesh Assessment
60-min architecture review. No pitch. Just diagnosis.