DatriseAI-first ETL

Recreation Gov Databricks SQL Warehouse

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

How Datrise loads Recreation Gov into Databricks SQL Warehouse

Datrise syncs Recreation Gov'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

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

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Recreation Gov entities map to Databricks SQL Warehouse

Recreation Gov entityDatabricks SQL Warehouse objectNotes
recordsrecreation_gov_recordsid PK · custom fields → VARIANT or STRUCT columns
eventsrecreation_gov_eventsTIMESTAMP events
configuration objectsrecreation_gov_configuration_objectsid PK · linked to recreation_gov_records

FAQ

How does Datrise handle Recreation Gov'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 Recreation Gov 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

Early access

Connect Recreation Gov to Databricks SQL Warehouse the easy way

Skip brittle scripts and manual exports. Join the waitlist to get a guided setup, AI-assisted mapping, and reliable incremental sync for this integration.