DatriseAI-first ETL

SendGrid to Azure Synapse Integration

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

How Datrise loads SendGrid into Azure Synapse

Datrise syncs SendGrid's messages, contacts, delivery events, bounces, opens, and marketing campaigns 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

SendGrid: Transactional email delivery and engagement events.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How SendGrid entities map to Azure Synapse

SendGrid entityAzure Synapse objectNotes
messagessendgrid_core_messagesid PK · custom fields → NVARCHAR(MAX) JSON columns
contactssendgrid_core_contactsid PK · linked to sendgrid_core_messages
delivery eventssendgrid_core_delivery_eventsdatetime2 events
bouncessendgrid_core_bouncesid PK · linked to sendgrid_core_messages

FAQ

How does Datrise handle SendGrid'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 SendGrid 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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