DatriseAI-first ETL

Salesforce Commerce Cloud Databricks SQL Warehouse

AI-first ETL from Salesforce Commerce Cloud into Databricks SQL Warehouse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Salesforce Commerce Cloud into Databricks SQL Warehouse

Datrise syncs Salesforce Commerce Cloud's contacts, accounts, deals, activities, and lifecycle events into Databricks SQL Warehouse as a Delta Lake table per source entity. Flexible or custom fields land in VARIANT or STRUCT columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP.

Sync is incremental: Datrise uses a Delta MERGE on stable id, with change history available via time travel, so re-runs update only what changed. Delta partitioning by load date with OPTIMIZE/Z-ORDER on query keys. Datrise writes Unity Catalog–governed Delta tables, so lineage and permissions are managed centrally rather than per-notebook.

Ideal for lakehouse analytics and ML feature tables on Databricks.

Endpoints

Salesforce Commerce Cloud: Enterprise CRM for complex sales, service, and revenue operations.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Salesforce Commerce Cloud entities map to Databricks SQL Warehouse

Salesforce Commerce Cloud entityDatabricks SQL Warehouse objectNotes
contactssalesforce_commerce_cloud_contactsid PK · custom fields → VARIANT or STRUCT columns
accountssalesforce_commerce_cloud_accountsid PK · linked to salesforce_commerce_cloud_contacts
dealssalesforce_commerce_cloud_dealsid PK · linked to salesforce_commerce_cloud_contacts
activitiessalesforce_commerce_cloud_activitiesTIMESTAMP events

FAQ

How does Datrise handle Salesforce Commerce Cloud's custom fields in Databricks SQL Warehouse?

Flexible values are stored as VARIANT or STRUCT columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Databricks SQL Warehouse types.

How does the Salesforce Commerce Cloud to Databricks SQL Warehouse sync stay up to date?

It runs incrementally — Datrise uses a Delta MERGE on stable id, with change history available via time travel.

Related pipelines

Early access

Connect Salesforce Commerce Cloud to Databricks SQL Warehouse the easy way

Skip brittle scripts and manual exports. Join the waitlist to get a guided setup, AI-assisted mapping, and reliable incremental sync for this integration.