Record mapping
Align identifiers, geometry, classifications, and permitted attributes.

Align identifiers, geometry, classifications, and permitted attributes.
Reject malformed or incomplete records with useful, auditable errors.
Use explicit approvals and source-of-truth rules for updates.
Define data authority, use case, users, volumes, and service expectations.
Test authentication, schemas, error handling, and representative records.
Validate security, privacy, performance, monitoring, and human decision points.
Promote deliberately with versioning, support, and rollback procedures.

API design follows established web and geospatial patterns, while each pilot defines its own approved data contract and controls.
Tell us about your workflow, data environment, geography, and review requirements.
Discuss a pilot