Practical Guide to Building a NetSuite Analytics Pipeline Using DuckDB, MotherDuck, and Preset.io

A GitHub Actions workflow runs the ETL data pipeline every weekday morning. The system uses SuiteQL to extract transaction-level data from NetSuite, loads it into a local DuckDB instance (a modern, open source data warehouse), applies data transformations in DuckDB and Pandas, and migrates the data to a MotherDuck cloud data warehouse. The MotherDuck data warehouse powers business intelligence dashboards for both sales and finance stakeholders using Preset.io, a cloud hosted implementation of Apache Superset.