Hi George, I highly enjoyed your excellent post. Especially appreciated the code snipped as I built a similar case but fully open-sourced. Therefore I used Apache Druid instead of AWS Redshift. I'm currently writing a blog post about that as well. I will include code snippets and a practical data engineering example. Stay tuned if of interest :-)