DatriseAI-first ETL

Marketo to Azure Synapse Integration

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

How Datrise loads Marketo into Azure Synapse

Datrise syncs Marketo's leads, programs, campaigns, email events, lists, and lead scores 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

Marketo: B2B marketing automation and lead management.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Marketo entities map to Azure Synapse

Marketo entityAzure Synapse objectNotes
leadsmarketo_leadsid PK · custom fields → NVARCHAR(MAX) JSON columns
programsmarketo_programsid PK · linked to marketo_leads
campaignsmarketo_campaignsid PK · linked to marketo_leads
email eventsmarketo_email_eventsdatetime2 events

FAQ

How does Datrise handle Marketo'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 Marketo 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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