DatriseAI-first ETL

EspoCRM CSV Files

AI-first ETL from EspoCRM into CSV Files. Governed entities, incremental sync, typed landing tables.

How Datrise loads EspoCRM into CSV Files

Datrise syncs EspoCRM's pipeline entities, custom objects, and process automation events into CSV Files as one CSV per source entity. Flexible or custom fields land in JSON-encoded strings for nested fields, and timestamps such as created, updated, and status changes are typed as ISO-8601 timestamp columns.

Sync is incremental: Datrise uses writes a fresh, fully-typed CSV per entity each run, so re-runs update only what changed. Optional date-suffixed files for change tracking. CSV has no types, so Datrise emits a companion schema and quotes/escapes consistently so downstream loaders don't misparse commas and newlines.

Ideal for portable hand-off into any tool that ingests delimited files.

Endpoints

EspoCRM: Open-source CRM for pipeline management and custom entity modeling.

CSV Files: Flat-file destination for exports and lightweight data sharing.

How EspoCRM entities map to CSV Files

EspoCRM entityCSV Files objectNotes
pipeline entitiesespocrm_pipeline_entitiesid PK · custom fields → JSON-encoded strings for nested fields
custom objectsespocrm_custom_objectsid PK · linked to espocrm_pipeline_entities
process automation eventsespocrm_process_automation_eventsISO-8601 timestamp columns events

FAQ

How does Datrise handle EspoCRM's custom fields in CSV Files?

Flexible values are stored as JSON-encoded strings for nested fields, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native CSV Files types.

How does the EspoCRM to CSV Files sync stay up to date?

It runs incrementally — Datrise uses writes a fresh, fully-typed CSV per entity each run.

Related pipelines

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