DatriseAI-first ETL

Copper ClickHouse

AI-first ETL from Copper into ClickHouse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Copper into ClickHouse

Datrise syncs Copper's Google Workspace CRM entities, opportunities, and relationship timelines into ClickHouse as a MergeTree table per source entity. Flexible or custom fields land in JSON or Map columns, and timestamps such as created, updated, and status changes are typed as DateTime64.

Sync is incremental: Datrise uses inserts into a ReplacingMergeTree keyed on stable id, so the latest version wins on merge, so re-runs update only what changed. Partition by month and order by (entity id, updated-at) for fast range scans. ClickHouse deduplicates asynchronously on merge, so Datrise uses ReplacingMergeTree and FINAL-safe queries rather than assuming immediate upserts.

Ideal for high-volume event analytics that need sub-second aggregation.

Endpoints

Copper: Google Workspace-native CRM.

ClickHouse: Columnar OLAP engine for fast aggregations.

How Copper entities map to ClickHouse

Copper entityClickHouse objectNotes
Google Workspace CRM entitiescopper_google_workspace_crm_entitiesid PK · custom fields → JSON or Map columns
opportunitiescopper_opportunitiesid PK · linked to copper_google_workspace_crm_entities
relationship timelinescopper_relationship_timelinesDateTime64 events

FAQ

How does Datrise handle Copper's custom fields in ClickHouse?

Flexible values are stored as JSON or Map columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native ClickHouse types.

How does the Copper to ClickHouse sync stay up to date?

It runs incrementally — Datrise uses inserts into a ReplacingMergeTree keyed on stable id, so the latest version wins on merge.

Related pipelines

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