DatriseAI-first ETL

Mailjet Mail Azure Synapse

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

How Datrise loads Mailjet Mail into Azure Synapse

Datrise syncs Mailjet Mail'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 Mail: SaaS or API data source for analytics and warehouse sync.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Mailjet Mail entities map to Azure Synapse

Mailjet Mail entityAzure Synapse objectNotes
recordsmailjet_mail_recordsid PK · custom fields → NVARCHAR(MAX) JSON columns
eventsmailjet_mail_eventsdatetime2 events
configuration objectsmailjet_mail_configuration_objectsid PK · linked to mailjet_mail_records

FAQ

How does Datrise handle Mailjet Mail'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 Mail 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

Connect Mailjet Mail to Azure Synapse the easy way

Skip brittle scripts and manual exports. Join the waitlist to get a guided setup, AI-assisted mapping, and reliable incremental sync for this integration.