DatriseAI-first ETL

Google Analytics 360 Databricks SQL Warehouse

AI-first ETL from Google Analytics 360 into Databricks SQL Warehouse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Google Analytics 360 into Databricks SQL Warehouse

Datrise syncs Google Analytics 360'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

Google Analytics 360: SaaS or API data source for analytics and warehouse sync.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Google Analytics 360 entities map to Databricks SQL Warehouse

Google Analytics 360 entityDatabricks SQL Warehouse objectNotes
recordsgoogle_analytics_360_recordsid PK · custom fields → VARIANT or STRUCT columns
eventsgoogle_analytics_360_eventsTIMESTAMP events
configuration objectsgoogle_analytics_360_configuration_objectsid PK · linked to google_analytics_360_records

FAQ

How does Datrise handle Google Analytics 360'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 Google Analytics 360 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

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