DatriseAI-first ETL

Salesforce Commerce Cloud to Databricks SQL Warehouse Integration

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 orders, products, customers, baskets, promotions, and inventory records 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: Salesforce storefront, catalog, and order management.

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
orderssalesforce_commerce_cloud_ordersid PK · custom fields → VARIANT or STRUCT columns
productssalesforce_commerce_cloud_productsid PK · linked to salesforce_commerce_cloud_orders
customerssalesforce_commerce_cloud_customersid PK · linked to salesforce_commerce_cloud_orders
basketssalesforce_commerce_cloud_basketsid PK · linked to salesforce_commerce_cloud_orders

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

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