Improvado shipped a product that extracts Apache Iceberg straight into the customer's own S3 and reads it in place using Snowflake.

Improvado automates marketing reporting, enables informed budget decisions, and increases the ROI of marketing efforts. We help marketing teams streamline inefficient spreadsheet analytics and achieve deep insights into revenue generation. Improvado connects data across 500+ marketing and sales platforms to build a holistic picture of marketing performance. As an end-to-end analytics platform, Improvado handles everything, from data extraction and normalization to visualizing data in insightful dashboards. With Improvado, it’s easy to track the performance of your cross-channel efforts, calculate complex metrics such as CLV or CAC, attribute revenue to touchpoints, and recreate customer journeys. Want to learn more? Schedule a demo at www.improvado.io.