DatriseAI-first ETL

HubSpot Service Hub Google BigQuery

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

How Datrise loads HubSpot Service Hub into Google BigQuery

Datrise syncs HubSpot Service Hub's contacts, accounts, deals, activities, and lifecycle events into Google BigQuery as a partitioned table per source entity. Flexible or custom fields land in JSON or nested/repeated (STRUCT) columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP.

Sync is incremental: Datrise uses appends to a staging table, then MERGE on stable id into the partitioned target, so re-runs update only what changed. Partition by ingestion or event date and cluster by entity id to keep scanned bytes low. BigQuery bills by bytes scanned, so Datrise partitions and clusters every table to keep query costs predictable.

Ideal for Google-stack analytics and ML on serverless infrastructure.

Endpoints

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

Google BigQuery: Serverless analytics warehouse on GCP.

How HubSpot Service Hub entities map to Google BigQuery

HubSpot Service Hub entityGoogle BigQuery objectNotes
contactshubspot_service_contactsid PK · custom fields → JSON or nested/repeated (STRUCT) columns
accountshubspot_service_accountsid PK · linked to hubspot_service_contacts
dealshubspot_service_dealsid PK · linked to hubspot_service_contacts
activitieshubspot_service_activitiesTIMESTAMP events

FAQ

How does Datrise handle HubSpot Service Hub's custom fields in Google BigQuery?

Flexible values are stored as JSON or nested/repeated (STRUCT) columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Google BigQuery types.

How does the HubSpot Service Hub to Google BigQuery sync stay up to date?

It runs incrementally — Datrise uses appends to a staging table, then MERGE on stable id into the partitioned target.

Related pipelines

Early access

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