DatriseAI-first ETL

ActiveCampaign Google BigQuery

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

How Datrise loads ActiveCampaign into Google BigQuery

Datrise syncs ActiveCampaign's contacts, automations, campaigns, and sales pipeline updates 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

ActiveCampaign: CRM plus marketing automation and journeys.

Google BigQuery: Serverless analytics warehouse on GCP.

How ActiveCampaign entities map to Google BigQuery

ActiveCampaign entityGoogle BigQuery objectNotes
contactsactivecampaign_contactsid PK · custom fields → JSON or nested/repeated (STRUCT) columns
automationsactivecampaign_automationsid PK · linked to activecampaign_contacts
campaignsactivecampaign_campaignsid PK · linked to activecampaign_contacts
sales pipeline updatesactivecampaign_sales_pipeline_updatesid PK · linked to activecampaign_contacts

FAQ

How does Datrise handle ActiveCampaign'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 ActiveCampaign 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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