DatriseAI-first ETL

Google Ecommerce to Databricks SQL Warehouse Integration

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

How Datrise loads Google Ecommerce into Databricks SQL Warehouse

Datrise syncs Google Ecommerce's transactions, products, product impressions, checkout steps, revenue, and refunds 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 Ecommerce: Ecommerce reporting from Google Analytics.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Google Ecommerce entities map to Databricks SQL Warehouse

Google Ecommerce entityDatabricks SQL Warehouse objectNotes
transactionsgoogle_ecommerce_transactionsid PK · custom fields → VARIANT or STRUCT columns
productsgoogle_ecommerce_productsid PK · linked to google_ecommerce_transactions
product impressionsgoogle_ecommerce_product_impressionsid PK · linked to google_ecommerce_transactions
checkout stepsgoogle_ecommerce_checkout_stepsid PK · linked to google_ecommerce_transactions

FAQ

How does Datrise handle Google Ecommerce'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 Ecommerce 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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