@Werner Stinckens​ :

The real time capability is not yet scalable, but I have heard about an update to this in August product roadmap where databricks team have bifurcated the serving layer into 2 parts (Batch and Real-time). Not sure how much scalability is improved.

Also, There is nothing around model monitoring which is a big challenge while going to real-time model serving architecture.