Automation

Sync Fabric — CRM bridge

Bi-directional sync between CRM and data warehouse with conflict resolution rules.

KafkadbtFivetran-style patterns

Sync Fabric — CRM bridge product preview

Highlights

CDC connectors with backpressure
Schema drift alerts with suggested migrations
Conflict resolution policies per object
Replay tooling for incident recovery
Observability dashboards per pipeline

Overview

Sync Fabric keeps Salesforce/HubSpot aligned with Snowflake/BigQuery without nightly batch chaos: incremental sync, schema drift detection, and deterministic conflict rules (last-writer-wins vs source priority). Data teams get reliable mirrors; revops stops arguing about numbers.

At a glance

Snapshot signals we optimize for on this engagement—useful for stakeholders comparing fit and scope.

Sources: CRM ↔ warehouse
Mode: Incremental CDC
Recovery: Replay + quarantine

How we delivered

Phased cadence—discovery through hardening—so expectations stay aligned with risk and learning cycles.

Map
Object-by-object priority and SLAs.
Pilot
One business object end-to-end.
Expand
Drift detection + tokenization.

Trust

Every sync batch is checksum-verified; quarantine tables catch poison rows.

Ops

Runbooks integrated—on-call sees failing stage instantly.

Governance

PII columns can be tokenized at sync time.

Screenshots

Additional UI captured in desktop framing—same product, more surface area.

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