To set up real-time dashboards with Snowplow data streams:

• Real-time Ingestion: Use Snowplow with Snowpipe Streaming to ensure behavioral data is available in Snowflake within seconds of collection
• Data Aggregation: Create materialized views or use Dynamic Tables to pre-aggregate key metrics for dashboard performance
• Dashboard Integration: Connect Snowflake to BI tools like Tableau, Looker, Power BI, or Snowflake's native Streamlit for real-time visualization
• Performance Optimization: Use Snowflake's result caching, clustering, and warehouse auto-scaling to ensure dashboard responsiveness

This enables marketing and product teams to monitor user behavior, campaign performance, and business metrics in real-time.