DatriseAI-first ETL

CSV File to ClickHouse Integration

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

How Datrise loads CSV File into ClickHouse

Datrise syncs CSV File's rows, columns, headers, delimiters, file batches, and encodings 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

CSV File: Delimited flat files from exports and drops.

ClickHouse: Columnar OLAP engine for fast aggregations.

How CSV File entities map to ClickHouse

CSV File entityClickHouse objectNotes
rowscsv_file_rowsid PK · custom fields → JSON or Map columns
columnscsv_file_columnsid PK · linked to csv_file_rows
headerscsv_file_headersid PK · linked to csv_file_rows
delimiterscsv_file_delimitersid PK · linked to csv_file_rows

FAQ

How does Datrise handle CSV File'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 CSV File 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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