DatriseAI-first ETL

Campaign Monitor to Google BigQuery Integration

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

How Datrise loads Campaign Monitor into Google BigQuery

Datrise syncs Campaign Monitor's subscribers, campaigns, lists, segments, email events, and automations 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

Campaign Monitor: Email campaign delivery and subscriber management.

Google BigQuery: Serverless analytics warehouse on GCP.

How Campaign Monitor entities map to Google BigQuery

Campaign Monitor entityGoogle BigQuery objectNotes
subscriberscampaign_monitor_subscribersid PK · custom fields → JSON or nested/repeated (STRUCT) columns
campaignscampaign_monitor_campaignsid PK · linked to campaign_monitor_subscribers
listscampaign_monitor_listsid PK · linked to campaign_monitor_subscribers
segmentscampaign_monitor_segmentsid PK · linked to campaign_monitor_subscribers

FAQ

How does Datrise handle Campaign Monitor'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 Campaign Monitor 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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