DatriseAI-first ETL

Redshift to Databricks SQL Warehouse Integration

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

How Datrise loads Redshift into Databricks SQL Warehouse

Datrise syncs Redshift's tables, rows, schemas, sort keys, distribution keys, and query 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

Redshift: Columnar cloud data warehouse on AWS.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Redshift entities map to Databricks SQL Warehouse

Redshift entityDatabricks SQL Warehouse objectNotes
tablesredshift_tablesid PK · custom fields → VARIANT or STRUCT columns
rowsredshift_rowsid PK · linked to redshift_tables
schemasredshift_schemasid PK · linked to redshift_tables
sort keysredshift_sort_keysid PK · linked to redshift_tables

FAQ

How does Datrise handle Redshift'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 Redshift 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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