SuiteCRM → DuckDB
AI-first ETL from SuiteCRM into DuckDB. Governed entities, incremental sync, typed landing tables.
How Datrise loads SuiteCRM into DuckDB
Datrise syncs SuiteCRM's open-source CRM entities, custom modules, and configurable workflows into DuckDB as a typed table per source entity in a DuckDB file. Flexible or custom fields land in JSON or STRUCT columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP WITH TIME ZONE.
Sync is incremental: Datrise uses rewrites changed entities into the local database (or Parquet) on each run, so re-runs update only what changed. Hive-partitioned Parquet by load date when exporting. DuckDB is single-writer and embedded, so Datrise produces a consistent file snapshot rather than concurrent streaming writes.
Ideal for local and notebook analytics without standing up a server.
Endpoints
SuiteCRM: Open-source CRM for customizable sales and customer operations.
DuckDB: In-process analytics database for fast local OLAP.
How SuiteCRM entities map to DuckDB
| SuiteCRM entity | DuckDB object | Notes |
|---|---|---|
| open-source CRM entities | suitecrm_open_source_crm_entities | id PK · custom fields → JSON or STRUCT columns |
| custom modules | suitecrm_custom_modules | id PK · linked to suitecrm_open_source_crm_entities |
| configurable workflows | suitecrm_configurable_workflows | id PK · linked to suitecrm_open_source_crm_entities |
FAQ
How does Datrise handle SuiteCRM's custom fields in DuckDB?
Flexible values are stored as JSON or STRUCT columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native DuckDB types.
How does the SuiteCRM to DuckDB sync stay up to date?
It runs incrementally — Datrise uses rewrites changed entities into the local database (or Parquet) on each run.
Related pipelines
More destinations for SuiteCRM
Early access
Connect SuiteCRM to DuckDB the easy way
Skip brittle scripts and manual exports. Join the waitlist to get a guided setup, AI-assisted mapping, and reliable incremental sync for this integration.