Advanced processing tools only when you need them.
Multi-user, multi-device, in time, and recursive mapping.
Automatically remove bots, spam accounts, and more with a SQL-first approach.
Narrator finds data integrity issues automatically.
Incremental updates save you on compute cost but can cause drift, so we do a lot to ensure that it's successful.
We do nightly reconciliation to ensure you have the most accurate stream.
Write your own tests and automated alerts with SQL.
Keep your modeling layer clean by having smaller SQL transformations and let Narrator combine them into your activity schema.
Resync the last few days of data with a simple checkbox.
Combine users with multiple emails or changed identifiers and Narrator will remap customers historically.
We incrementally compute the activity_occurrence and activity_repeated_at columns to speed up all your queries.
Narrator's debuggers always give a detailed assessment with example SQL queries showing the cause of the issue.
Never lose data from a backfill with weekly random samplings of historical data to see if anything has been backfilled and needs to be resolved.
Whether you have millions, billions, or trillions of rows, we built a system that can handle processing your data in the most efficient and cost-effective way.
Save money on your warehouse
Clean identity and a single source of truth that is reliable
Integrity checks to ensure the data is accurate