DatriseAI-first ETL

Amazon S3 to ClickHouse Integration

AI-first ETL from Amazon S3 into ClickHouse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Amazon S3 into ClickHouse

Datrise syncs Amazon S3's buckets, objects, prefixes, object metadata, versions, and storage classes 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

Amazon S3: Object storage for files, exports, and data lakes.

ClickHouse: Columnar OLAP engine for fast aggregations.

How Amazon S3 entities map to ClickHouse

Amazon S3 entityClickHouse objectNotes
bucketss3_bucketsid PK · custom fields → JSON or Map columns
objectss3_objectsid PK · linked to s3_buckets
prefixess3_prefixesid PK · linked to s3_buckets
object metadatas3_object_metadataid PK · linked to s3_buckets

FAQ

How does Datrise handle Amazon S3'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 Amazon S3 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

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