DatriseAI-first ETL

Campaign Monitor to Azure Synapse Integration

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

How Datrise loads Campaign Monitor into Azure Synapse

Datrise syncs Campaign Monitor's subscribers, campaigns, lists, segments, email events, and automations 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

Campaign Monitor: Email campaign delivery and subscriber management.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Campaign Monitor entities map to Azure Synapse

Campaign Monitor entityAzure Synapse objectNotes
subscriberscampaign_monitor_subscribersid PK · custom fields → NVARCHAR(MAX) JSON columns
campaignscampaign_monitor_campaignsid PK · linked to campaign_monitor_subscribers
listscampaign_monitor_listsid PK · linked to campaign_monitor_subscribers
segmentscampaign_monitor_segmentsid PK · linked to campaign_monitor_subscribers

FAQ

How does Datrise handle Campaign Monitor'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 Campaign Monitor 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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