DatriseAI-first ETL

Twilio Microsoft SQL Server

AI-first ETL from Twilio into Microsoft SQL Server. Governed entities, incremental sync, typed landing tables.

How Datrise loads Twilio into Microsoft SQL Server

Datrise syncs Twilio's messages, calls, recordings, lookups, and delivery events into Microsoft SQL Server 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 a watermark on updated-at, applied with a MERGE statement, so re-runs update only what changed. Optional partitioned tables on a date partition function. SQL Server defaults to a case-insensitive collation, so Datrise preserves original casing in a metadata column to avoid silent key collisions.

Ideal for Microsoft-stack analytics and Power BI Import models.

Endpoints

Twilio: Communications APIs for SMS, voice, and verification.

Microsoft SQL Server: Microsoft relational DB with enterprise features.

How Twilio entities map to Microsoft SQL Server

Twilio entityMicrosoft SQL Server objectNotes
messagestwilio_messagesid PK · custom fields → NVARCHAR(MAX) JSON columns
callstwilio_callsid PK · linked to twilio_messages
recordingstwilio_recordingsid PK · linked to twilio_messages
lookupstwilio_lookupsid PK · linked to twilio_messages

FAQ

How does Datrise handle Twilio's custom fields in Microsoft SQL Server?

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 Microsoft SQL Server types.

How does the Twilio to Microsoft SQL Server sync stay up to date?

It runs incrementally — Datrise uses a watermark on updated-at, applied with a MERGE statement.

Related pipelines

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