Tyntec SMS to Databricks SQL Warehouse Integration
AI-first ETL from Tyntec SMS into Databricks SQL Warehouse. Governed entities, incremental sync, typed landing tables.
How Datrise loads Tyntec SMS into Databricks SQL Warehouse
Datrise syncs Tyntec SMS's SMS messages, recipients, delivery reports, senders, countries, and message costs 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
Tyntec SMS: Global SMS delivery and message status callbacks.
Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.
How Tyntec SMS entities map to Databricks SQL Warehouse
| Tyntec SMS entity | Databricks SQL Warehouse object | Notes |
|---|---|---|
| SMS messages | tyntec_sms_sms_messages | id PK · custom fields → VARIANT or STRUCT columns |
| recipients | tyntec_sms_recipients | id PK · linked to tyntec_sms_sms_messages |
| delivery reports | tyntec_sms_delivery_reports | id PK · linked to tyntec_sms_sms_messages |
| senders | tyntec_sms_senders | id PK · linked to tyntec_sms_sms_messages |
FAQ
How does Datrise handle Tyntec SMS'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 Tyntec SMS 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
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