Clickstream Analytics with Starburst Galaxy Data Ingestion and AIDA

Starburst Data's blog post explores how the company utilizes its data ingestion feature in Starburst Galaxy and the AI Data Assistant (AIDA) to analyze usage telemetry and improve user experience. By leveraging Kafka for event tracking, data is ingested into a continuously updated Iceberg table, enabling real-time querying without the need for maintaining complex pipelines. AIDA, a conversational AI interface, allows users to ask natural language questions and receive immediate SQL-generated insights, significantly enhancing the speed and depth of data exploration. This process not only helped identify friction points and common errors in user workflows but also led to direct improvements in the product, exemplifying a "meta loop" where Starburst uses its own tools to refine its offerings. AIDA is poised to further transform data analytics by integrating visualization capabilities, shifting the balance from traditional dashboards to dynamic, conversational interfaces for exploratory analysis.