DatriseAI-first ETL

Sierra Interactive to Databricks SQL Warehouse Integration

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

How Datrise loads Sierra Interactive into Databricks SQL Warehouse

Datrise syncs Sierra Interactive's leads, contacts, listings, lead scores, routing rules, and site activity 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

Sierra Interactive: Real estate websites with lead scoring and routing.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Sierra Interactive entities map to Databricks SQL Warehouse

Sierra Interactive entityDatabricks SQL Warehouse objectNotes
leadssierra_interactive_leadsid PK · custom fields → VARIANT or STRUCT columns
contactssierra_interactive_contactsid PK · linked to sierra_interactive_leads
listingssierra_interactive_listingsid PK · linked to sierra_interactive_leads
lead scoressierra_interactive_lead_scoresid PK · linked to sierra_interactive_leads

FAQ

How does Datrise handle Sierra Interactive'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 Sierra Interactive 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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