DatriseAI-first ETL

Dremio Databricks SQL Warehouse

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

How Datrise loads Dremio into Databricks SQL Warehouse

Datrise syncs Dremio's records, events, and configuration objects 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

Dremio: SaaS or API data source for analytics and warehouse sync.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Dremio entities map to Databricks SQL Warehouse

Dremio entityDatabricks SQL Warehouse objectNotes
recordsdremio_recordsid PK · custom fields → VARIANT or STRUCT columns
eventsdremio_eventsTIMESTAMP events
configuration objectsdremio_configuration_objectsid PK · linked to dremio_records

FAQ

How does Datrise handle Dremio'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 Dremio 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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