Veeva CRM to ClickHouse Integration
AI-first ETL from Veeva CRM into ClickHouse. Governed entities, incremental sync, typed landing tables.
How Datrise loads Veeva CRM into ClickHouse
Datrise syncs Veeva CRM's accounts, calls, samples, territories, consents, and medical inquiries 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
Veeva CRM: Life sciences CRM for field medical and commercial teams.
ClickHouse: Columnar OLAP engine for fast aggregations.
How Veeva CRM entities map to ClickHouse
| Veeva CRM entity | ClickHouse object | Notes |
|---|---|---|
| accounts | veeva_accounts | id PK · custom fields → JSON or Map columns |
| calls | veeva_calls | id PK · linked to veeva_accounts |
| samples | veeva_samples | id PK · linked to veeva_accounts |
| territories | veeva_territories | id PK · linked to veeva_accounts |
FAQ
How does Datrise handle Veeva CRM'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 Veeva CRM 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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