DatriseAI-first ETL

HubSpot Operations Hub Google BigQuery

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

How Datrise loads HubSpot Operations Hub into Google BigQuery

Datrise syncs HubSpot Operations 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 Operations Hub: CRM for SMB teams managing pipeline, contacts, and customer activity.

Google BigQuery: Serverless analytics warehouse on GCP.

How HubSpot Operations Hub entities map to Google BigQuery

HubSpot Operations Hub entityGoogle BigQuery objectNotes
contactshubspot_operations_contactsid PK · custom fields → JSON or nested/repeated (STRUCT) columns
accountshubspot_operations_accountsid PK · linked to hubspot_operations_contacts
dealshubspot_operations_dealsid PK · linked to hubspot_operations_contacts
activitieshubspot_operations_activitiesTIMESTAMP events

FAQ

How does Datrise handle HubSpot Operations 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 Operations 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.

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