DatriseAI-first ETL

Veeva CRM Azure Synapse

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

How Datrise loads Veeva CRM into Azure Synapse

Datrise syncs Veeva CRM'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

Veeva CRM: Healthcare CRM for accounts, compliance, and field engagement.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Veeva CRM entities map to Azure Synapse

Veeva CRM entityAzure Synapse objectNotes
contactsveeva_contactsid PK · custom fields → NVARCHAR(MAX) JSON columns
accountsveeva_accountsid PK · linked to veeva_contacts
dealsveeva_dealsid PK · linked to veeva_contacts
activitiesveeva_activitiesdatetime2 events

FAQ

How does Datrise handle Veeva CRM'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 Veeva CRM 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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