Spark is Done!

Let's talk about Spark. What did it give data engineers? Why do many of us use it?

Spark has been around for over 15 years. What problems do we face when using it? Is there anything better? Is it already possible to replace it with something?

Why is %SQLEngineName% slowing down? How can one fix this? Benchmarks, open source, and the like.