Twilio → Azure Synapse
AI-first ETL from Twilio into Azure Synapse. Governed entities, incremental sync, typed landing tables.
How Datrise loads Twilio into Azure Synapse
Datrise syncs Twilio's messages, calls, recordings, lookups, and delivery events into Azure Synapse as a typed table per source entity. Flexible or custom fields land in NVARCHAR(MAX) JSON columns, and timestamps such as created, updated, and status changes are typed as datetime2.
Sync is incremental: Datrise uses COPY into staging, then a MERGE on stable id, so re-runs update only what changed. Hash distribution on the join id with date partitioning on facts. Synapse dedicated pools reward good hash-distribution choices, so Datrise distributes on entity ids to avoid data-movement-heavy joins.
Ideal for Azure analytics estates feeding Power BI.
Endpoints
Twilio: Communications APIs for SMS, voice, and verification.
Azure Synapse: Microsoft analytics workspace with SQL pools.
How Twilio entities map to Azure Synapse
| Twilio entity | Azure Synapse object | Notes |
|---|---|---|
| messages | twilio_messages | id PK · custom fields → NVARCHAR(MAX) JSON columns |
| calls | twilio_calls | id PK · linked to twilio_messages |
| recordings | twilio_recordings | id PK · linked to twilio_messages |
| lookups | twilio_lookups | id PK · linked to twilio_messages |
FAQ
How does Datrise handle Twilio's custom fields in Azure Synapse?
Flexible values are stored as NVARCHAR(MAX) JSON columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Azure Synapse types.
How does the Twilio to Azure Synapse sync stay up to date?
It runs incrementally — Datrise uses COPY into staging, then a MERGE on stable id.
Related pipelines
More destinations for Twilio
More sources for Azure Synapse
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