The “just scale microservices” question keeps coming up whenever Spark enters the conversation. It sounds logical — you already have distributed services, just throw more at the problem. But this comparison collapses under a pretty basic question: what kind of problem are you actually solving?
It Is Not a Database. Not a Queue. People come to Spark expecting something like a faster database or a smarter Kafka. Neither is accurate.