System of record
Define ownership for customer, contact, activity, commercial and consent data before connecting systems.
Open reference architecture
A vendor-neutral pattern for synchronising CRM and surrounding systems without making the integration layer an undocumented source of truth.
Define ownership for customer, contact, activity, commercial and consent data before connecting systems.
Prefer documented APIs/events and versioned schemas; isolate vendor-specific mappings behind an integration boundary.
Use stable identifiers and explicit matching rules; do not rely on names or email alone where collisions matter.
Design for retries, deduplication, idempotency, ordering assumptions and dead-letter handling.
Validate required fields, enumerations and referential integrity; quarantine invalid records rather than silently corrupting destinations.
Use least-privilege service identities, secret rotation, encrypted transport and scoped audit logging.
Rehearse extracts, transforms, reconciliation and rollback; preserve source-to-target lineage and exception reports.
Document export formats, custom logic, integrations and data ownership so switching cost is understood before platform selection.