DatriseAI-first ETL

Brevo Azure Synapse

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

How Datrise loads Brevo into Azure Synapse

Datrise syncs Brevo's contacts, accounts, deals, activities, and lifecycle 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

Brevo: Marketing automation platform with CRM and lifecycle engagement.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Brevo entities map to Azure Synapse

Brevo entityAzure Synapse objectNotes
contactsbrevo_contactsid PK · custom fields → NVARCHAR(MAX) JSON columns
accountsbrevo_accountsid PK · linked to brevo_contacts
dealsbrevo_dealsid PK · linked to brevo_contacts
activitiesbrevo_activitiesdatetime2 events

FAQ

How does Datrise handle Brevo'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 Brevo 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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