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TECHNOLOGY / DATA

Data products & semantic architecture

Make enterprise information understandable and reusable.

ARCHITECTURE GUIDE / 03

HOW THE TECHNOLOGY CONNECTS

REFERENCE DESIGN
01Domain owners
02Data contracts
03Catalog + lineage
04Semantic metrics
05Reusable data products
CONTROL PLANEIdentity · governance · observability

THE PRACTICAL VIEW

Understand the pattern.
Then choose the tools.

Teams disagree on definitions or duplicate the same transformations.

Domain-owned data products, semantic metrics, metadata catalogs, lineage, and access contracts. The right design depends on data characteristics, operating constraints, risk, and the people who will maintain it.

Define ownership and metrics; publish contracts; expose governed interfaces; track usage.

ARCHITECTURE RESPONSIBILITIES

01

Domain owners

Establish trusted inputs, ownership, and clear access boundaries.

02

Data contracts

Make this responsibility explicit, observable, and independently testable within the overall workflow.

03

Catalog + lineage

Make this responsibility explicit, observable, and independently testable within the overall workflow.

04

Semantic metrics

Make this responsibility explicit, observable, and independently testable within the overall workflow.

05

Reusable data products

Define acceptance checks and ownership of the resulting information or action.

TECHNOLOGY OPTIONS

Architecture first.
Tools with a purpose.

Semantic layers, catalogs, data contracts, knowledge graphs

Examples describe architectural options, not Travinto partnerships, certifications, or confirmed integrations.

Fit

Does the pattern solve a specific workflow problem?

Trust

Can access, quality, and source evidence be verified?

Operate

Can the team observe, recover, and manage the system?

Value

Can usefulness and cost be evaluated against a baseline?

Where this pattern
can come into focus.

Professional services

Connect engagement knowledge, delivery documents, and proposal preparation.

Explore the blueprint ↗

START WITH YOUR CONTEXT

Make the next step
a practical one.

Explore the opportunity, assess your current landscape, and agree a focused scope with clear success criteria.

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