DatriseAI-first ETL

Platform Purple to Databricks SQL Warehouse Integration

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

How Datrise loads Platform Purple into Databricks SQL Warehouse

Datrise syncs Platform Purple's licenses, products, customers, activations, entitlements, and orders 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

Platform Purple: Software licensing, entitlements, and activations.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Platform Purple entities map to Databricks SQL Warehouse

Platform Purple entityDatabricks SQL Warehouse objectNotes
licensesplatform_purple_licensesid PK · custom fields → VARIANT or STRUCT columns
productsplatform_purple_productsid PK · linked to platform_purple_licenses
customersplatform_purple_customersid PK · linked to platform_purple_licenses
activationsplatform_purple_activationsid PK · linked to platform_purple_licenses

FAQ

How does Datrise handle Platform Purple'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 Platform Purple 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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