DatriseAI-first ETL

Recreation Gov Amazon Redshift

AI-first ETL from Recreation Gov into Amazon Redshift. Governed entities, incremental sync, typed landing tables.

How Datrise loads Recreation Gov into Amazon Redshift

Datrise syncs Recreation Gov's records, events, and configuration objects into Amazon Redshift as a typed table per source entity. Flexible or custom fields land in SUPER columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMPTZ.

Sync is incremental: Datrise uses COPY from staged files, then a delete-and-insert merge on stable id, so re-runs update only what changed. A DISTKEY on the join id and a SORTKEY on the load timestamp. Redshift performance hinges on dist/sort keys, so Datrise picks them from your entity ids and sync timestamps rather than defaulting to EVEN distribution.

Ideal for AWS-native warehouses already using the Redshift ecosystem.

Endpoints

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

Amazon Redshift: AWS petabyte-scale warehouse with Spectrum.

How Recreation Gov entities map to Amazon Redshift

Recreation Gov entityAmazon Redshift objectNotes
recordsrecreation_gov_recordsid PK · custom fields → SUPER columns
eventsrecreation_gov_eventsTIMESTAMPTZ events
configuration objectsrecreation_gov_configuration_objectsid PK · linked to recreation_gov_records

FAQ

How does Datrise handle Recreation Gov's custom fields in Amazon Redshift?

Flexible values are stored as SUPER columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Amazon Redshift types.

How does the Recreation Gov to Amazon Redshift sync stay up to date?

It runs incrementally — Datrise uses COPY from staged files, then a delete-and-insert merge on stable id.

Related pipelines

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