DatriseAI-first ETL

SendGrid Databricks SQL Warehouse

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

How Datrise loads SendGrid into Databricks SQL Warehouse

Datrise syncs SendGrid's messages, templates, suppressions, bounces, and engagement 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

SendGrid: Transactional and marketing email delivery platform.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How SendGrid entities map to Databricks SQL Warehouse

SendGrid entityDatabricks SQL Warehouse objectNotes
messagessendgrid_messagesid PK · custom fields → VARIANT or STRUCT columns
templatessendgrid_templatesid PK · linked to sendgrid_messages
suppressionssendgrid_suppressionsid PK · linked to sendgrid_messages
bouncessendgrid_bouncesid PK · linked to sendgrid_messages

FAQ

How does Datrise handle SendGrid'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 SendGrid 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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