Vtiger → Databricks SQL Warehouse
AI-first ETL from Vtiger into Databricks SQL Warehouse. Governed entities, incremental sync, typed landing tables.
How Datrise loads Vtiger into Databricks SQL Warehouse
Datrise syncs Vtiger's sales, support, and lifecycle workflows in a unified CRM model 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
Vtiger: Unified CRM for sales, help desk, and customer lifecycle workflows.
Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.
How Vtiger entities map to Databricks SQL Warehouse
| Vtiger entity | Databricks SQL Warehouse object | Notes |
|---|---|---|
| sales | vtiger_sales | id PK · custom fields → VARIANT or STRUCT columns |
| support | vtiger_support | id PK · linked to vtiger_sales |
| lifecycle workflows in a unified CRM model | vtiger_lifecycle_workflows_in_a_unified_crm_model | id PK · linked to vtiger_sales |
FAQ
How does Datrise handle Vtiger'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 Vtiger 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.
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Early access
Connect Vtiger to Databricks SQL Warehouse the easy way
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