Hands-on experience using dbt to model data in a modern cloud data warehouse (Snowflake, BigQuery, or Redshift). Ability to create insights into user behaviour with a product analytics tool (eg. Amplitude, Mixpanel, Adobe analytics). Experience working cross-functionally with other departments and stakeholders.