DatriseAI-first ETL

HighLevel ClickHouse

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

How Datrise loads HighLevel into ClickHouse

Datrise syncs HighLevel's agency CRM records, funnels, opportunities, and messaging workflows 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

HighLevel: Agency-focused CRM for leads, funnels, and customer messaging.

ClickHouse: Columnar OLAP engine for fast aggregations.

How HighLevel entities map to ClickHouse

HighLevel entityClickHouse objectNotes
agency CRM recordshighlevel_agency_crm_recordsid PK · custom fields → JSON or Map columns
funnelshighlevel_funnelsid PK · linked to highlevel_agency_crm_records
opportunitieshighlevel_opportunitiesid PK · linked to highlevel_agency_crm_records
messaging workflowshighlevel_messaging_workflowsid PK · linked to highlevel_agency_crm_records

FAQ

How does Datrise handle HighLevel'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 HighLevel 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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