What are tradeoffs for Real-time Machine Learning work loads at large data volumes with Snowflake vs Kafka?

Question

We are assessing and benchmarking Snowflake vs ML for real-time at large data volumes and want to know of any tradeoffs for choosing Kafka over Snowflake.