The Business Systems Data unit at Slack aims to empower every team in the organization with accurate data, delivered in a timely way. But Slack’s existing data architecture was preventing it from achieving this goal. The existing data warehouse didn’t support incremental loads, so loading data was time-consuming.

Slack implemented an analytics data warehouse for business systems datasets with Snowflake and uses Matillion ETL for Snowflake to empower its employees with access to timely, accurate data and decreased the time required to create critical revenue metrics from up to 6 hours to just 30 minutes.