Integrate Data¶

Integrate Data helps research organizations turn scattered metadata into a usable research asset instead of a permanent spreadsheet cleanup problem.

The underlying technical story is already there: CALYPR uses FHIR-oriented resource structure for research entities, Forge converts and validates metadata before publication, and GRIP provides graph query patterns over integrated project data.

Who It Helps¶

• Bring fragmented metadata into one usable system.
• Validate and structure information before it becomes operational debt.
• Support query, discovery, and graph-oriented exploration.
• Keep context attached to the governed data and workflows around it.

What Customers Get¶

• A product surface for metadata validation and integration.
• Better coordination between data stewards, analysts, and platform teams.
• Less dependence on spreadsheets and one-off transformation scripts.
• A foundation for reusable, queryable project context across programs.

Core Capabilities¶

• Mapping tabular project data into FHIR resources such as ResearchStudy, ResearchSubject, Patient, Specimen, Observation, and DocumentReference.
• Validation before publication so metadata errors are caught before they become shared system debt.
• Publication workflows that make metadata searchable and queryable.
• Graph-oriented query paths for relationships between files, subjects, studies, and derived outputs.

Why Buyers Care¶

Most research organizations already have the data they need, but not in a structure they can reliably reuse. Integrate Data turns metadata from an isolated spreadsheet exercise into a governed part of the platform that supports discovery, analysis, and cross-team coordination.