Your question is Spark vs Traditional Databases. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Why did you choose Spark over a traditional SQL database for your last transformation project?