Bigin by Zoho → ClickHouse
AI-first ETL from Bigin by Zoho into ClickHouse. Governed entities, incremental sync, typed landing tables.
How Datrise loads Bigin by Zoho into ClickHouse
Datrise syncs Bigin by Zoho's SMB leads, contacts, deals, and day-to-day activity tracking 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
Bigin by Zoho: SMB CRM source for leads, deals, and activity tracking.
ClickHouse: Columnar OLAP engine for fast aggregations.
How Bigin by Zoho entities map to ClickHouse
| Bigin by Zoho entity | ClickHouse object | Notes |
|---|---|---|
| SMB leads | bigin_by_zoho_smb_leads | id PK · custom fields → JSON or Map columns |
| contacts | bigin_by_zoho_contacts | id PK · linked to bigin_by_zoho_smb_leads |
| deals | bigin_by_zoho_deals | id PK · linked to bigin_by_zoho_smb_leads |
| day-to-day activity tracking | bigin_by_zoho_day_to_day_activity_tracking | DateTime64 events |
FAQ
How does Datrise handle Bigin by Zoho'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 Bigin by Zoho 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
More destinations for Bigin by Zoho
- Bigin by Zoho → DuckDB
- Bigin by Zoho → Amazon Athena
- Bigin by Zoho → Amazon S3 Data Lake
- Bigin by Zoho → Azure Data Lake Storage
- Bigin by Zoho → Azure Synapse
- Bigin by Zoho → Spreadsheets
- Bigin by Zoho → Airtable
- Bigin by Zoho → CSV Files
- Bigin by Zoho → MongoDB
- Bigin by Zoho → Supabase
- Bigin by Zoho → Neon
- Bigin by Zoho → PlanetScale
Early access
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