DatriseAI-first ETL

Salesforce Pardot to Databricks SQL Warehouse Integration

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

How Datrise loads Salesforce Pardot into Databricks SQL Warehouse

Datrise syncs Salesforce Pardot's prospects, campaigns, list emails, forms, lead scores, and engagement history 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 Pardot: B2B marketing automation scoring and nurturing leads.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Salesforce Pardot entities map to Databricks SQL Warehouse

Salesforce Pardot entityDatabricks SQL Warehouse objectNotes
prospectssalesforce_pardot_prospectsid PK · custom fields → VARIANT or STRUCT columns
campaignssalesforce_pardot_campaignsid PK · linked to salesforce_pardot_prospects
list emailssalesforce_pardot_list_emailsid PK · linked to salesforce_pardot_prospects
formssalesforce_pardot_formsid PK · linked to salesforce_pardot_prospects

FAQ

How does Datrise handle Salesforce Pardot'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 Pardot 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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