Bigin by Zoho → DuckDB
AI-first ETL from Bigin by Zoho into DuckDB. Governed entities, incremental sync, typed landing tables.
How Datrise loads Bigin by Zoho into DuckDB
Datrise syncs Bigin by Zoho's SMB leads, contacts, deals, and day-to-day activity tracking into DuckDB as a typed table per source entity in a DuckDB file. Flexible or custom fields land in JSON or STRUCT columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP WITH TIME ZONE.
Sync is incremental: Datrise uses rewrites changed entities into the local database (or Parquet) on each run, so re-runs update only what changed. Hive-partitioned Parquet by load date when exporting. DuckDB is single-writer and embedded, so Datrise produces a consistent file snapshot rather than concurrent streaming writes.
Ideal for local and notebook analytics without standing up a server.
Endpoints
Bigin by Zoho: SMB CRM source for leads, deals, and activity tracking.
DuckDB: In-process analytics database for fast local OLAP.
How Bigin by Zoho entities map to DuckDB
| Bigin by Zoho entity | DuckDB object | Notes |
|---|---|---|
| SMB leads | bigin_by_zoho_smb_leads | id PK · custom fields → JSON or STRUCT 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 | TIMESTAMP WITH TIME ZONE events |
FAQ
How does Datrise handle Bigin by Zoho's custom fields in DuckDB?
Flexible values are stored as JSON or STRUCT columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native DuckDB types.
How does the Bigin by Zoho to DuckDB sync stay up to date?
It runs incrementally — Datrise uses rewrites changed entities into the local database (or Parquet) on each run.
Related pipelines
More destinations for Bigin by Zoho
- 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
- Bigin by Zoho → Amazon DynamoDB
Early access
Connect Bigin by Zoho to DuckDB the easy way
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