DatriseAI-first ETL

Bullhorn ClickHouse

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

How Datrise loads Bullhorn into ClickHouse

Datrise syncs Bullhorn's contacts, accounts, deals, activities, and lifecycle events 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

Bullhorn: Recruiting CRM/ATS for candidates, pipelines, and placements.

ClickHouse: Columnar OLAP engine for fast aggregations.

How Bullhorn entities map to ClickHouse

Bullhorn entityClickHouse objectNotes
contactsbullhorn_contactsid PK · custom fields → JSON or Map columns
accountsbullhorn_accountsid PK · linked to bullhorn_contacts
dealsbullhorn_dealsid PK · linked to bullhorn_contacts
activitiesbullhorn_activitiesDateTime64 events

FAQ

How does Datrise handle Bullhorn'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 Bullhorn 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

Early access

Connect Bullhorn to ClickHouse 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.