DatriseAI-first ETL

SurveyCTO to ClickHouse Integration

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

How Datrise loads SurveyCTO into ClickHouse

Datrise syncs SurveyCTO's form submissions, forms, fields, answers, enumerators, and submission timestamps 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

SurveyCTO: Offline-capable field survey data collection.

ClickHouse: Columnar OLAP engine for fast aggregations.

How SurveyCTO entities map to ClickHouse

SurveyCTO entityClickHouse objectNotes
form submissionssurveycto_form_submissionsid PK · custom fields → JSON or Map columns
formssurveycto_formsid PK · linked to surveycto_form_submissions
fieldssurveycto_fieldsid PK · linked to surveycto_form_submissions
answerssurveycto_answersid PK · linked to surveycto_form_submissions

FAQ

How does Datrise handle SurveyCTO'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 SurveyCTO 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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