SFTP Bulk to Databricks SQL Warehouse Integration
AI-first ETL from SFTP Bulk into Databricks SQL Warehouse. Governed entities, incremental sync, typed landing tables.
How Datrise loads SFTP Bulk into Databricks SQL Warehouse
Datrise syncs SFTP Bulk's files, directories, rows, file batches, modification timestamps, and file formats 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
SFTP Bulk: Bulk file drops delivered over SFTP.
Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.
How SFTP Bulk entities map to Databricks SQL Warehouse
| SFTP Bulk entity | Databricks SQL Warehouse object | Notes |
|---|---|---|
| files | sftp_bulk_files | id PK · custom fields → VARIANT or STRUCT columns |
| directories | sftp_bulk_directories | id PK · linked to sftp_bulk_files |
| rows | sftp_bulk_rows | id PK · linked to sftp_bulk_files |
| file batches | sftp_bulk_file_batches | id PK · linked to sftp_bulk_files |
FAQ
How does Datrise handle SFTP Bulk'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 SFTP Bulk 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
More destinations for SFTP Bulk
More sources for Databricks SQL Warehouse
- Shiphero → Databricks SQL Warehouse
- Shippo → Databricks SQL Warehouse
- Short.io → Databricks SQL Warehouse
- Slack → Databricks SQL Warehouse
- Smaily → Databricks SQL Warehouse
- Smartengage → Databricks SQL Warehouse
- Smartsheet → Databricks SQL Warehouse
- Snapchat Ads → Databricks SQL Warehouse
- Snowflake → Databricks SQL Warehouse
- Snowplow → Databricks SQL Warehouse
- SonarCloud → Databricks SQL Warehouse
- Amazon DynamoDB → Databricks SQL Warehouse
Early access
Connect SFTP Bulk to Databricks SQL Warehouse the easy way
Skip brittle scripts and manual exports. Join the waitlist to get a guided setup, AI-assisted mapping, and reliable incremental sync for this integration.