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Databricks integration for Dimension Labs

If your conversations already land in a Databricks table, you can send them to Dimension Labs from there. A scheduled job on your side queries the rows that are new since its last run and posts each message to the universal API.

Platform
Databricks
Type
Data warehouses
Connects by
Universal API
Setup
5 steps
Guide checked
2026-10-13, against Databricks' documentation
[01] What comes acrossFrom Databricks into one format

Every Databricks message, in the same shape as everything else.

Each record lands in the Dimension Labs conversation format, so Dimensions, reports and the agent work the same way as for every other source.

Databricks columnDimension Labs
body text

Skip rows where it is empty. Strip HTML if bodies are HTML.

customer_id userId

If it is null, use the sessionId.

sender_type incoming

true only when the customer wrote it. Agent and bot rows are false.

conversation_id sessionId

Replace any colons.

conversation_id conversationId

Same value as sessionId.

sent_ms dimensionlabs_timestamp

Already milliseconds. Pass it through toMillis.

message_id, channel platformJson

Add any join keys you have, such as an account or store id. If your only customer key is an email, send a consistent hash of it instead.

[02] How to connect DatabricksUniversal API

5 steps. Then it runs on its own.

A small job on your side reads Databricks through its API and posts each message to the Dimension Labs universal API. The guide gives the steps, the field mapping and the code. Run the job once for history, then every 15 minutes. A live source is enriched automatically every day; history is enriched with a backfill.

Open the full Databricks guide ›
  1. 01Get access
  2. 02Query new rows
  3. 03Map the columns
  4. 04Send it
  5. 05Run it

What you need

  • A Databricks workspace admin, to create a service principal and grant it access.
  • A SQL warehouse, and the service principal's OAuth client id and secret.
  • A Dimension Labs API key for a new Universal API source.

[03] What you can ask

Questions teams answer with Databricks data.

  • Which conversations came before the accounts that churned?
  • Did the change we shipped move the metric?
  • Which issues hit our highest-value customers?

Databricks integration questions

Does Dimension Labs integrate with Databricks?

Yes. A small job on your side reads Databricks through its API and posts each message to the Dimension Labs universal API. The guide gives the steps, the field mapping and the code. The setup guide was checked against Databricks' documentation on 2026-10-13.

What Databricks data does Dimension Labs bring in?

If your conversations already land in a Databricks table, you can send them to Dimension Labs from there. A scheduled job on your side queries the rows that are new since its last run and posts each message to the universal API.

What do I need to connect Databricks?

A Databricks workspace admin, to create a service principal and grant it access. A SQL warehouse, and the service principal's OAuth client id and secret. A Dimension Labs API key for a new Universal API source.

How often does Databricks data update?

Run the job once for history, then every 15 minutes. A live source is enriched automatically every day; history is enriched with a backfill.

Can I connect a platform that is not Databricks?

Yes. Any platform with an API connects through the same universal API, and any tool with an export button works as a file upload. The integrations page lists the platforms with a written guide.

Dimension Labs/Start with one file From $299 a month

Stop reporting. Start understanding.

Start with one file. Ask why a number moved. Plans from $299 a month, no demo and no contract on monthly plans.