Usability does not scale when it lives in the central team’s head. If domain teams cannot ship data products that are easy to find, understand, access, and use without a lot of back-and-forth, “usability” becomes a bottleneck and adoption stays low.

This step is about staffing domain teams with the tools, templates, and enablement required to deliver usable data products repeatedly.

The problem: usability turns into tribal knowledge

In many organizations, usability depends on a few experienced people who know:

• where the data is
• what it means
• how to access it
• how to join it safely

That knowledge does not scale. It creates hidden work, inconsistent standards, and a constant stream of questions in chat.

The goal: make usability repeatable

A good outcome is not “we documented some datasets.”

A good outcome is:

• domain teams can publish usable data products without heavy central reviews
• users can self-serve and get to a first win quickly
• the organization has a clear support and escalation path

The operating model: who enables, who owns

Use this operating model as the backbone:

• A central data team provides guardrails, shared tooling, and enablement.