DatriseAI-first ETL

Twenty CRM Azure Synapse

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

How Datrise loads Twenty CRM into Azure Synapse

Datrise syncs Twenty 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

Twenty CRM: Open-source CRM for customizable sales and customer workflows.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Twenty CRM entities map to Azure Synapse

Twenty CRM entityAzure Synapse objectNotes
contactstwenty_contactsid PK · custom fields → NVARCHAR(MAX) JSON columns
accountstwenty_accountsid PK · linked to twenty_contacts
dealstwenty_dealsid PK · linked to twenty_contacts
activitiestwenty_activitiesdatetime2 events

FAQ

How does Datrise handle Twenty 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 Twenty 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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