DatriseAI-first ETL

Amplitude ClickHouse

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

How Datrise loads Amplitude into ClickHouse

Datrise syncs Amplitude's product events, user properties, funnels, cohorts, and retention curves 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

Amplitude: Product analytics source for events, funnels, and cohorts.

ClickHouse: Columnar OLAP engine for fast aggregations.

How Amplitude entities map to ClickHouse

Amplitude entityClickHouse objectNotes
product eventsamplitude_product_eventsDateTime64 events
user propertiesamplitude_user_propertiesid PK · linked to amplitude_product_events
funnelsamplitude_funnelsid PK · linked to amplitude_product_events
cohortsamplitude_cohortsid PK · linked to amplitude_product_events

FAQ

How does Datrise handle Amplitude'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 Amplitude 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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