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Data Warehouse integration

Fivetran + Conversion

Export contacts, email engagement, and custom events to your warehouse with an open-source Fivetran connector.

Fivetran
Out of Conversion
Conversion

How Conversion works with Fivetran

Conversion connects to Fivetran through an open-source connector that exports your contacts, email engagement events, and custom events into your warehouse. The connector runs in your own Fivetran account, reads from the Conversion public API export endpoints, and upserts each table by primary key on the schedule Fivetran manages. The export endpoints are not enabled by default, so ask the Conversion team to turn them on before you deploy.

What you can do

Open source under Apache-2.0

Deploy the connector as is, read exactly how it works, or fork it to add columns, change the page size, or tune retries.

Only the tables you want

A single tables setting picks groups or individual tables. Left unset, it syncs contacts and every email table, while custom events stay opt-in.

New fields arrive as columns

Contact fields are left undeclared so Fivetran infers them, and a field you add in Conversion shows up as a new column on the next sync.

Incremental and resumable

Each table keeps its own cursor and checkpoints after every page, so a sync resumes where it stopped and re-emitted rows update in place.

What syncs

Data Direction Details
Contacts Out of Conversion One row per contact, with every contact field flattened into its own column.
Email engagement events Out of Conversion Nine tables, one per event type, covering sends, deliveries, opens, clicks, hard and soft bounces, spam complaints, and full or topic unsubscribes.
Custom events Out of Conversion Opt-in. One row per event with its name, contact, timestamps, and JSON payload.

How to connect Fivetran

  1. 1 Ask the Conversion team to enable the export endpoints, then create an API key under Settings > API Keys.
  2. 2 Clone the open-source connector from github.com/tapp-ai/fivetran-connector and install it with uv.
  3. 3 Copy configuration.example.json to configuration.json, add your API key, and optionally set tables and custom_events_start.
  4. 4 Test with uv run fivetran debug, which runs the sync against a local DuckDB warehouse so you can inspect the tables and confirm cursors advance.
  5. 5 Deploy with uv run fivetran deploy, your Fivetran deploy key, and your destination. Fivetran then manages the sync schedule.
FAQ

Fivetran integration FAQ

Yes. Conversion connects to Fivetran through an open-source connector that exports your contacts, email engagement events, and custom events into your warehouse. The connector runs in your own Fivetran account, reads from the Conversion public API export endpoints, and upserts each table by primary key on the schedule Fivetran manages. The export endpoints are not enabled by default, so ask the Conversion team to turn them on before you deploy.

No. The Conversion team enables them on request, and until then calls from your account return 403 export_not_enabled. Ask your Conversion team before you deploy the connector.

No. It runs in your own Fivetran account and loads into your own destination, so you keep control of your data and credentials. Conversion provides the API the connector reads from.

Any destination configured in your Fivetran account, such as BigQuery, Snowflake, Redshift, or Databricks.

Yes. The connector is a client of the public API export endpoints, so another ETL tool or a loader you write can call the same endpoints directly.

See Conversion with Fivetran

Book a demo and we'll walk through the Fivetran integration on a stack that looks like yours.