DatriseAI-first ETL

Brevo to Google BigQuery Integration

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

How Datrise loads Brevo into Google BigQuery

Datrise syncs Brevo's contacts, lists, campaigns, transactional emails, deals, and email 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

Brevo: Email, SMS, and CRM for small business lifecycle marketing.

Google BigQuery: Serverless analytics warehouse on GCP.

How Brevo entities map to Google BigQuery

Brevo entityGoogle BigQuery objectNotes
contactsbrevo_contactsid PK · custom fields → JSON or nested/repeated (STRUCT) columns
listsbrevo_listsid PK · linked to brevo_contacts
campaignsbrevo_campaignsid PK · linked to brevo_contacts
transactional emailsbrevo_transactional_emailsid PK · linked to brevo_contacts

FAQ

How does Datrise handle Brevo'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 Brevo 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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