DatriseAI-first ETL

Mailjet SMS to Azure Synapse Integration

AI-first ETL from Mailjet SMS into Azure Synapse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Mailjet SMS into Azure Synapse

Datrise syncs Mailjet SMS's SMS messages, recipients, delivery statuses, senders, campaigns, and costs 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

Mailjet SMS: SMS delivery and message status tracking.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Mailjet SMS entities map to Azure Synapse

Mailjet SMS entityAzure Synapse objectNotes
SMS messagesmailjet_sms_sms_messagesid PK · custom fields → NVARCHAR(MAX) JSON columns
recipientsmailjet_sms_recipientsid PK · linked to mailjet_sms_sms_messages
delivery statusesmailjet_sms_delivery_statusesdatetime2 events
sendersmailjet_sms_sendersid PK · linked to mailjet_sms_sms_messages

FAQ

How does Datrise handle Mailjet SMS'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 Mailjet SMS to Azure Synapse sync stay up to date?

It runs incrementally — Datrise uses COPY into staging, then a MERGE on stable id.

Related pipelines

Early access

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