EspoCRM → Google BigQuery
AI-first ETL from EspoCRM into Google BigQuery. Governed entities, incremental sync, typed landing tables.
How Datrise loads EspoCRM into Google BigQuery
Datrise syncs EspoCRM's pipeline entities, custom objects, and process automation 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
EspoCRM: Open-source CRM for pipeline management and custom entity modeling.
Google BigQuery: Serverless analytics warehouse on GCP.
How EspoCRM entities map to Google BigQuery
| EspoCRM entity | Google BigQuery object | Notes |
|---|---|---|
| pipeline entities | espocrm_pipeline_entities | id PK · custom fields → JSON or nested/repeated (STRUCT) columns |
| custom objects | espocrm_custom_objects | id PK · linked to espocrm_pipeline_entities |
| process automation events | espocrm_process_automation_events | TIMESTAMP events |
FAQ
How does Datrise handle EspoCRM'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 EspoCRM 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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Early access
Connect EspoCRM to Google BigQuery the easy way
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