Your question is Spark vs Flink for Real Use Case. 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).
Describe when Spark is preferred over Flink, or vice versa, for your specific use case at Index Exchange.