DatriseAI-first ETL

Mailjet SMS Azure Synapse

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 records, events, and configuration objects 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: SaaS or API data source for analytics and warehouse sync.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Mailjet SMS entities map to Azure Synapse

Mailjet SMS entityAzure Synapse objectNotes
recordsmailjet_sms_recordsid PK · custom fields → NVARCHAR(MAX) JSON columns
eventsmailjet_sms_eventsdatetime2 events
configuration objectsmailjet_sms_configuration_objectsid PK · linked to mailjet_sms_records

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

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