DatriseAI-first ETL

HubSpot Service Hub Azure Synapse

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

How Datrise loads HubSpot Service Hub into Azure Synapse

Datrise syncs HubSpot Service Hub'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

HubSpot Service Hub: Customer service platform with ticket and conversation context.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How HubSpot Service Hub entities map to Azure Synapse

HubSpot Service Hub entityAzure Synapse objectNotes
contactshubspot_service_contactsid PK · custom fields → NVARCHAR(MAX) JSON columns
accountshubspot_service_accountsid PK · linked to hubspot_service_contacts
dealshubspot_service_dealsid PK · linked to hubspot_service_contacts
activitieshubspot_service_activitiesdatetime2 events

FAQ

How does Datrise handle HubSpot Service Hub'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 HubSpot Service Hub to Azure Synapse sync stay up to date?

It runs incrementally — Datrise uses COPY into staging, then a MERGE on stable id.

Related pipelines

Early access

Connect HubSpot Service Hub to Azure Synapse the easy way

Skip brittle scripts and manual exports. Join the waitlist to get a guided setup, AI-assisted mapping, and reliable incremental sync for this integration.